{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-06T09:34:42.144794Z",
     "start_time": "2025-01-06T09:34:40.422766Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:35:00.960140Z",
     "start_time": "2025-01-06T09:35:00.605150Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.plot([1,0,9],[4,5,6])#画出x轴为[1,0,9]，y轴为[4,5,6]的折线图\n",
    "plt.show()#图象是一个点一个点对应的，竖着看"
   ],
   "id": "c216215f6044d3c1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:35:30.197500Z",
     "start_time": "2025-01-06T09:35:30.043719Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(1,8)\n",
    "y=[17,17,18,15,11,11,13]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "eb22c7bcb28084cd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:36:31.110469Z",
     "start_time": "2025-01-06T09:36:30.963826Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(1,8)\n",
    "y=[17,17,18,15,11,11,13]\n",
    "plt.plot(x,y,color='blue',alpha=0.6,linestyle='-.',linewidth=3)\n",
    "plt.show()"
   ],
   "id": "a793ed709f5ba155",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "##### alpha是颜色的深浅，范围从0-1，越接近1颜色越深\n",
    "##### linestyle是线的风格，不过不是随意构成的，有一定规则，例如可以是‘--’、‘-.’、‘:’(虚点线)等等，不可以是‘-*’"
   ],
   "id": "13d416758b1ff8a9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:36:45.938750Z",
     "start_time": "2025-01-06T09:36:45.933593Z"
    }
   },
   "cell_type": "code",
   "source": "import random",
   "id": "caf3921ab912349a",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:37:35.093448Z",
     "start_time": "2025-01-06T09:37:35.087840Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(2,26,2)\n",
    "y=[random.randint(15,30) for i in x]"
   ],
   "id": "612d3e3ade6dca5a",
   "outputs": [],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:37:50.768458Z",
     "start_time": "2025-01-06T09:37:50.539307Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(20,8),dpi=80)#设置画布，dpi是每英寸多少像素点\n",
    "plt.plot(x,y)\n",
    "# plt.savefig('./first_sp.svg')#这种保存的是svg格式的矢量图，网页放大后不会有锯齿\n",
    "# plt.savefig('./first_sp.jpg')"
   ],
   "id": "3b1ea732cda6b893",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x25a52e84710>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:37:51.081424Z",
     "start_time": "2025-01-06T09:37:50.771470Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#设置x轴、y轴刻度\n",
    "x=range(2,26,2)\n",
    "y=[random.randint(15,30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.xticks(x)#设置x标签\n",
    "plt.xticks(range(1,25))\n",
    "plt.yticks(y)\n",
    "plt.yticks(range(min(y),max(y)+1))\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "438ef6f12c7b4d2d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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W+3uTCHzjjTc0c+bMMwoGcJWe3j5tzq/UlJFR+uYVU1XZ1KFfvXjQ6bAAAB7g5QNVti23P2F3tiYlRWp8QoTdEtxn+ocBAADwgW2+BhV/Lkz8mQq9FStW2CUeixcvVmZmphYsWKCAgAA9/fTT+vrXv66MjAwtWrRI//Ef/6FzzjnnDMMBXGNnaZ1qWjq1dMZIfWLeOJsAfOTlQyqra3U6NACAm+uvzFsyY2hmGJvFaCaJWN7YrreONgzJ5wQAAPDmij/TuTdlVJTToXikwMF8kJnJ935PpC+99FLl5uYOdVzAkNqQd6LNd+n0UQoM8Nd9V0/Xzf/3hh5cX6Cff2qu0+EBANxUV0+vNhdUaubYaI2NDRuyz2seRD380iGbVJydfKKTAgAAAO9mui72lNVr/vg4O28Zw7TVF/AkJmm9YV+FRseE2hs347xJCbp02kg9u/e4dhTXOh0iAMBN7ThcaxdDmQdHQylz3AglRIYMzJ8FAADAe+Uda1BHd6+yUmnzPVMk/uD19lc0q6SmVUumj7TtVf3+8yPTFBTgp+//Y596e5mxBAB4L/PgyDDnkKFknlhfOi3JnqMOV7cM6ecGAADwFrkn5/tlp7LY40yR+INPtfm+kxmsftu5aXa+0l92ljkUHQDArSvG88o1Li5MU10wU8a0+xobqfoDAAB438Sf6fDNTGE0ypki8QefqNaICg3UggnvfUJw98WTFRcRrB+/UKiWjm5H4gMAuKe8Y4061tBuHxy9s2J8qJw7MUHhwQEDy0MAAADw7oewZqPv1FHRigwZ1IoKnAKJP3i1Y/VttqLvkqlJCgp477d7TFiQVixNV1VTh3714kFHYgQAuHebr9nA6wqhQQG6aEqickvrVN3c4ZKvAQAA4KmO1LbZe3Xm+50dEn/wapvyT960zXj/oewfzx5nW7geefmQjtS2DmN0AAB3Ztp8TVW4Ky82TTVhX5+0+eT5CgAAACfklp5YxJmdRuLvbJD4g1cz7VPBgf5alJ74vh8TGOCv/7pqul0T/uA/C4Y1PgCAeyqtaVVBeZOtGDfnCVdZPCVJgf5+tPsCAAD8m5ziE4s95qaQ+DsbJP7gtRpau/T6oRqdPynhQ+cBnDcpwW5sfG7vcb15+MRTBQCA79pwcuHGB1WMD4WY8CAtnBCvl4uqmTULAADwb4s9RkaHKHlEmNOheDQSf/BaWwsr1d3bZxN6g/HtK6cpKMBP3382T729fS6PDwDg3vP9QoP87cMjVzPnKVN1/tL+Kpd/LQAAAE/Q2N6lwoomZafGuWTJmi8h8QevrtYwPx8umZY0qI8fnxCh288br7ePNuovO8tcHh8AwD3VNHcop7hWiyYnKiw4wOVfr/8BVf8yEQAAAF+3u7TezkGey2KPs0biD16pvatHLxZW2VkASVGhg/5zd188SfERwfrxC4VqpuUKAHzS5oJKmcJvV7f59hsTG6ZZY2Psgo+unt5h+ZoAAADuLKfkxHy/bBJ/Z43EH7zSawdr1NrZo6WDbPPtFx0apOVL0+3K8F+9WOSy+AAA7mvjvgr5m4rxqYOrGB8K5nzV2N6tHcyZBQAA0M6SOjt2ZfqYaKdD8Xgk/uCVzmYo+yfmpWjqqCj95uXDOlLb6oLoAADuqq2zRy8fqNL88XEaERE8bF+3/3xFuy8AAPB13T292lVap4zkWAUFkLY6W/wfhNfp6e2z1RqTkyLt3L7TFeDvp/uumm4HrT+4vsAlMQIA3NNLB6rU3tWrpdOHp823X/rISKXGh2tDXrn6zEAbAAAAH1VQ3qSWzh5l0eY7JEj8wevsPlKn6uZOLZ1xem2+73TupATbdvXcW8f1Jm1XAOAzNuSdqLgb7Eb4oWK21ZnzzrGGduUdaxzWrw0AAOBOdpaenO+XRuJvKJD4gxfftJ1dtca3r5ymoAA/ff/ZPPWaKe8AAK9vK9lcUKFpo6M1Li582L9+/3nLVP0BAAD4qpziE4k/s6wTZ4/EH7yKaY8y85FGRodo9tiYs/pcaQkRuv288Xr7aKP+vLNsyGIEALinHcV1qm/tOu3FUEPFtLPERQQz5w8AAPi03JI6TUqKVGz48M1b9mYk/uBVDlY163B1i23R8jcrGc/S3RdPUnxEsH7yQqGaO7qHJEYAgLsvhnIm8WdmzF46LcnOtSmtYbkUAADwPeUN7Tpa36Zs5vsNGRJ/8CovnGzzHaqh7NGhQVqxdIqqmjr0y61FQ/I5AQDuWTFuFkONjQ3T9NHRjsXRf/7qT0ICAAD4WrWfMZfE35Ah8QevYtqjokICtXBC/JB9zo/PG6epo6L0f68c1pFaKjAAwBvlH29SWV2brfYzizaccv7kBIUFBdDuCwAAfFJOyYnlmlT8DR0Sf/CqkuA9R+q1eGqSggP9h7T16r6rp6uzu1cPrM8fss8LAHDDNt8hqhg/U6FBAbowPVE5xbWqae5wNBYAAAAnKv7MzOPxCRFOh+I1BpUdaW9v17XXXqv09HRlZGRoyZIlKio60fa4YMECZWZm2mPmzJn2KfnevXtdHTfwHhvzK1w2m+nciQl22Pvzb5XrjUM1Q/75AQDOb4SPDQ/SvDTnny6b85hZJr+5oNLpUAAAAIZNa2e38o412m2+TnZgeJtBl0UtW7ZMhYWF2rNnj6655hrddddd9vU33nhDu3fvtsf3vvc9m/ybPXu2K2MGTmlDXrmCAvxspYQr/OdHptnP//1n96nH3JEBALyCGeOw73ijLp6apMAA55shTBym2twkIwEAAHzFniMN9l47izbfITWoq9vQ0FBdeeWVAxnXhQsXqri4+D0f99vf/lZ33nnn0EYIDEJje5deP1RjK/OiQoNc8jVS4yN0x3nj7ROIv+SWueRrAACGn1nq4Q5tvv1iw4M1Py1OLx+osk++AQAAfMHO0hOLPbLdoAPDm5zRY+2HHnrIVv2905EjR7Rt2zbdcsstp/wzq1evVnJy8sDR3Nx8ZhEDp/BiYZW6evpc0ub7TndfPEkJkcH68QuFau7gZgwAvCXxFxLor0XpCXIX5nzW0d2rl/ZXOx0KAADAsDAzjk2X3ayxMU6H4tuJv5UrV9r5fg888MC7Xl+7dq2uuuoqJSSc+qJ5+fLlKisrGzgiIyPPPGrgFG2+xpJprk38mWrCFUunqLq5Q7/YemLOJQDAc9W1dOrN4lpdMDlR4cGBchdLpo98VzUiAACAN+vt7dPO0nrNHBtjl53BocTfqlWrtG7dOq1fv17h4eEDr/f19WnNmjW0+cIRHd09tuJvTkqskqJDXf71PpY9TtNGR+u3Lx+2c6EAAJ5rS0GlnSXj6orx05U8IlwzxkRrc0GFunt6nQ4HAADApQ5WNauhrUvZzPdzLvFnWnWfeuopbdy4UbGxse9635YtW9Td3W23/QLD7bWDNbbtdrhmM5mB6/911TR19vRq5fP5w/I1AQCusWFfufz9pEumJsndmPNafWuXdhSfmHcDAADgrXJLTlzvsNjDocSfac1dsWKF6uvrtXjxYmVmZmrBggXvWupx++23y9/f+U148D0b+oeyD2O1hlkictmMkVr/drldKgIA8DxtnT3atr9K2alxio8Mkbvpb/c1yUkAAABvlnMy8TeXxN+QG9QwG7OMw7Tzvp8nn3xyKGMCTmsOgJl/NCExQhMTh3du5LevnKatBVX6wbP79Mzd59tKQACA53ilqFrtXb1u1+bbb9roKCWPCNOGvArdd9V0+flxngEAAN5b8ZcSF66kKNeP7/I1lOjBo+0uq1dVU8ewtfm+U2p8hG4/P015xxr159wjw/71AQBDtBjqZGWduzGJPnN+O1rfpn3HG50OBwAAwCVqmjt0uLqF+X4uQuIPHq1/26FT1Rp3L56khMhg/eSF/Wpq73IkBgDA6TMLPTYXVGrqqCj7IMdd9Z/fTNUfAACAN8/3o83XNUj8weOrNRKjQpSZ/O6FM8MlKjRIX1s6RdXNHfrF1oOOxAAAOLMLzNqWTi1102q/fubJ94jwoIEHXQAAAN4mt/RE4i87jcSfK5D4g8cqqmzWwaoW26Ll7+B8vZuyx2na6Gg9+sphlda0OhYHAOD023yXzhj+URGnIzDAX5dMG2lbfY/Uco4BAADeJ7e4TlEhgUpPinI6FK9E4g+e3+brcLWGWephhq539vTqgfX5jsYCAPhwZmGZ2Qg/JiZUM8ZEy931n+eo+gMAAN6mo7tHe482aE7qCEcLerwZiT94rA37yhUZEqhzJsY7HYqN4fIZo7T+7XK9fqjG6XAAAB+gsKJJpbWttmLcEzblXjA5UaFB/va8BwAA4E3ePtqozu5eFnu4EIk/eKTKxnbtKq3XhVMSFRIYIHfw7SunKTjAX9//xz47NB4A4J76F2W4e5tvv7DgAJv8e/NwrepaOp0OBwAAYMjsPLnYI4vEn8uQ+INH2pjvHm2+75QSH647zh9v5zD9KeeI0+EAAN6HqZyLDg3U/PFx8hTmfGeeKZlNxAAAAN4ip6RWpsM3c5wzCzt9AYk/eCQz5ygowE+LpybJnXxp8UQlRAZr1YZCNbV3OR0OAODfHKtvsy0lZmFGUIDnXAaZeM1Fcf9SEgAAAG+Yu5xbUmeXZUaEBDodjtfynCte4CSTUNteVKOFE+IVHRokdxIVGqSvLZ2i6uZO/WLrQafDAQC46WKo0xUXEax5aXF66UCV2jp7nA4HAADgrJmZy+bemfl+rkXiDx5n2/4qu0HXXWcz3ZQ9TtNHR+vRVw6rpKbF6XAAAP/W5hsc6K9F6YnyNOa8197Vq1eKqp0OBQAA4KzlFJ+c75fmOeNXPBGJP3jsUPYl09yzWiPA30/3XT3dJicfeL7A6XAAACc1tHbp9UO1umBSgke2k/RXKdLuCwAAvEFuKYs9hgOJP3gUs+Z7a0GlMpJjNComVO7KtCFfMXOU/plXrtcO1jgdDgBA0pbCCrt1fYmHtfn2GxcXrqmjorQpv0LdPb1OhwMAAHBWcovrNDomVGNjw5wOxauR+INHef1QjZo6ut22zfedvnXFNAUH+Ov7z+6zN5oAAOcrxv38TizK8FTm/FfX2mUHYQMAAHiqhrYu7a9s0lyq/VyOxB88bjaTpwxlT4kP1x3nj1f+8Ub9KeeI0+EAgE9r7+qxM2KzUkYoMSpEnmqg3ffkkhIAAABPtKu0Tn19YrHHMCDxB4/R29unTfsqNT4hQpOSIuUJvrR4ohIiQ7RqQ6HdRgwAcMb2g9Vq7ezR0hnu/+Dog8wYE23bYcyDsD5ztQwAAOCB+rsXmO/neiT+4DHeOtqg8sZ2W+3gZ3q1PEBUaJC+flm6XVH+861FTocDAD5rYDHUdPcfFfFBzPnPzCg8Utumwoomp8MBAAA448RfWFCApo2OdjoUr0fiD57X5uth1Ro3Zo2zFRprXilWSU2L0+EAgM8xc1bNQoz0kZG2atzT9Z8H+5OZAAAAnsQsKdt9pF4Z42IUFEBaytX4PwyPYW5wTNts5jjPKgUO8PfTf101XZ09vVr5fL7T4QCAT86QMZXXSz282q/f/LQ4xYQFDTwQAwAA8CQF5U12BEt2apzTofgEEn/wCIeqmnWgslmXTkuyiTRPs3BCvK6YOUov5FXYOVMAgOHTvwjDtMh6g8AAf10yNUlvH23U0fo2p8MBAAA4LTnFtfZtVppnFfV4KhJ/8AgbT960eVqb7zt9+8ppCg7w1w+ezbdtZwAA1zMLMF7IK9eo6FDNGhsjb9F/PtyYR9UfAADwLLml9fbtXA/r5vPqxF97e7uuvfZapaenKyMjQ0uWLFFRUdHABfX3vvc9+75Zs2Zp8eLFro4ZPlqtER4coHMnJshTjYsL150XjFf+8UY9nXPE6XAAwCeYavGSmlZb7efvgRXj72dReqJCAv0HqhkBAAA8RW5xrZ29HBMe5HQoPmHQFX/Lli1TYWGh9uzZo2uuuUZ33XWXff1///d/tXfvXr399tt666239NRTT7kyXvigqqYO7Syt00VTEhUaFCBP9qXFk+ycwlUvFKqxvcvpcADA63lDxfiphAcH6oLJCXrjcK3qWzudDgcAAGBQjtW36VhDu7JSqfZzq8RfaGiorrzySvn5nXhSvnDhQhUXF9tf/+QnP9GDDz6o4OBg+/tRo7xjcDbcx+b8CvX1ySuGskeGBOobl01RTUunfrHlRNUsAMB1NuSVKyo0UAvGx8vbmPOiGR2xtbDS6VAAAAAGJbekzr7NYrGHe8/4e+ihh2zVX2NjoyoqKvT3v/9dCxYssMcf//jHU/6Z1atXKzk5eeBobm4+29jhI0wbU6C/nxZPSZI3uCErWTPGROvRVw+ruLrF6XAAwGsdb2jTnrIGXTw1ScGB3jfW+JJpSTLdy2brPQAAgGcl/qj4Gy6nfRW8cuVKO9/vgQceUHd3tz3a2tr0xhtv2KTfV7/6VdsO/O+WL1+usrKygSMyMnKo/hvgxZo7uvVKUbXdiust/f9mK/F9V01XV0+fVj6f73Q4AOC1NvW3+XpBxfipxEeGKDs1Ttv2V6m9q8fpcAAAAAaV+IuPCFZafLjTofiM00r8rVq1SuvWrdP69esVHh6uuLg4m8C75ZZb7PvT0tJ03nnnaceOHa6KFz7mpf1V6uzutUPZvcmCCfG6ctYoW824vaja6XAAwCuZn7Fmm/qFUxLlrcz5sbWzR69yLgEAAG6upaNb+4432mq//lFycKPEn2nVNYs7Nm7cqNjY2IHXP/nJT+qf//yn/XVtba3efPNNzZ492zXRwidnMxnelvgzvnXFNNt69v1n99kZTQCAodPQ1qXXDtbo3Enxdr6qt+o/P9LuCwAA3N2esnp770ubrxsm/kxr7ooVK1RfX6/FixcrMzPTzvMzTMuvSfzNnDlTixYt0je/+U3Nnz/f1XHDB3T19GpLQaVmjY3RmNgweZtxceG66/zxKihv0h93HHE6HADwKi8WVqq7t89r23z7pSVEaMrIKG3Kr+AhEgAAcGu5xSfm+2WnkfgbToN6BG6WcfSZtaqnEB8fr2eeeWao4wL05uFaNbZ3a6kXVvv1++LiSfpTbpl+uqFQV2WMVnSod8wxBAB3aPM1HSSXTveOxVAfZOmMkfp/W4q0s7RO89LYkAcAANxTbmmdHcMyY0yM06H4FO9bcQeva/NdOsN7qzVM+9nXL5uimpZO/XxLkdPhAIBX6Oju0YsFlZozLlZJUaHydv1VjRtPLjMBAABwN729fdpZUqdZyTEKDQpwOhyfQuIPbslUmJpqjdT4cKWP9O4N0DfOTdbMsdFa8+phFVe3OB0OAHi87Qdr1NLZ49UPjt7JnENGx4Tqhbzy9+3QAAAAcFJRVbPt6GO+3/Aj8Qe39PbRRh1vaLdtvt6+7cff30/3XTVDXT19Wvl8vtPhAIDH61904c2jIt7JnCfNf2tJTasOVDY7HQ4AAMB75Jyc70fib/iR+INb2rCvf5uvb1RrzB8fp4/MGm2rHLcXVTsdDgB4dBuJaXmdmBihCYneXTH+Tv3ny/4xGQAAAO4kp6TWvp2bQuJvuJH4g9tWa8RFBPvU04B7r5iq4EB/ff/ZfWxmBIAztOtIvaqbO3ymzbffgglxigoNtA+QAAAA3I2Z75cWH67EqBCnQ/E5JP7gdkpqWlRY0aRLpyUpwN+723zfaVxcuD57wXgVlDfpDztKnQ4HADxS/4ILX2nz7RcU4K9LpiZpb1mDjtW3OR0OAADAgKqmDhXXtCorNc7pUHwSiT+48U2bb1VrGF+4aJJ9AvLTDfvV2N7ldDgA4JGjIpKiQpSRHCtf01/luCmfqj8AAOA+dpYy389JJP7glm2+YUEBOn9ygnxNZEigvnHZFNW2dOrnW4qcDgcAPEpRZbMOVbVoyfSRdnGSr1mUnmhHRvQ/QAMAAHAHuSUnEn/ZaST+nEDiD27FzGUyQz8vTE9UaFCAfNENc5M1c2y01rx6WIerW5wOBwA8bjGUr833e+fDo/MnJei1gzVqaKNqHAAAuE/iLzo0UJN8aPGaOyHxB7eyJb9SZq/F0hm+NZvpnUyVyn1XzVBXT59WPp/vdDgA4FEV41EhgTpnQrx8lZlt2N3bpxcLK50OBQAAQO1dPXqrrEFzU0f4ZEeGOyDxB7er1jALPS6emiRfNn98nD4ye7Rt13q1qNrpcADA7VU0tmv3kXpdOOVEu6uvumTaSPn5nUiCAgAAOO3tow3q7OlVVgptvk7x3StjuJ3Wzm69fKBa89PiFBseLF937+VT7c3r9/+xT909vU6HAwCesRjKR9t8+5kFUXNTRtiKP/OEHQAAwB3m+2Ux388xJP7gNl7aX62O7l6fbvN9p3Fx4Vp2wQQVVjTpjzlHnA4HANw+8RcU4KeLpiTK15l235bOHjvrDwAAwEk5JXW2qy9zXKzTofgsEn9wu6HsZhsjTvjCRRNt9cZPN+xnUDsAvI+m9i5tP1itcyYmKDo0SL6uv+pxA9t9AQCAg/r6+rSzpE7TR0crPDjQ6XB8Fok/uAXTyro5v1IzxkQreUS40+G4jYiQQH3jsimqbenUz7cccDocAHBLLxZW2YVIptIN0viECE1OirRVkL1mYxYAAIADimtaVdPSqaxU2nydROIPbuHN4lpb0bZ0um/PZjqVG+Yma9bYGK3dXqzD1S1OhwMAbqe/so2K8X8xYzOqmzu060i906EAAABfn+9H4s9RJP7gFvq3DzLf773MyvP7rp5uq1l++Fy+0+EAgFvp6O7R1oJKOzdmZHSo0+G4jf4Haf1jNAAAAIZbbkmtfZvNYg9HkfiDW/T9m3ak5BFhmjoqyulw3NK8tDhdNXu0NuVX6JUD1U6HAwBu4/VDtWru6Kba79+YSvGR0SH2wZo5zwIAADhR8TcmJlSjY8KcDsWnkfiD4/KONepofZutTvDz83M6HLd17xVTFRzorx88u8/ORAQAmIrxExVtl1Ex/p5qcZMMNSMiDlY1Ox0OAADwMQ2tXdpf0aystDinQ/F5JP7gOFPtZ9Dm+8HM0pNlF0xQYUWT/rDjiNPhAIDjzOIKUwk9ISFCExMjnQ7Hbdt9Xzg5TgMAAGC47Cw9Od8vJdbpUHweiT+4xVD2EeFBymbg54f6wkUTlRQVotUb99tlKADgy/YebVBFY4eWzBhJxfgpLJwQr6iQwIEHbAAAAMO92CObij/PSPy1t7fr2muvVXp6ujIyMrRkyRIVFRXZ91100UUaP368MjMz7fGzn/3M1THDixypbVX+8UZdMm2kAgPIQ3+YiJBAfePyqapt6dT/23zA6XAAwC3afNkIf2pmPMTiqUnafaReFY3tTocDAAB8SE5JrcKDA5jj7wYGnWlZtmyZCgsLtWfPHl1zzTW66667Bt5nkn27d++2x1e/+lVXxQovrfYzljKUfdCunzNWs5NjtHZ7sQ4xtwmAj59DEiJDNGccLSTvp3+MBlV/AABguHT19GrPkQZljoulwMcNDOpvIDQ0VFdeeeVAG83ChQtVXFzs6tjgI9UaoUH+umByotOheNTA9vuumq7u3j6tfD7f6XAAwBFmYUVRZbOWTE+yPxdxahemJyoowG/gQRsAAICrma6+tq4exnm5iTNKvT700EO26q/fvffeq1mzZunjH/+4Dh06dMo/s3r1aiUnJw8czc1UKvk60666o7jWJv3CggOcDsejmDkJV80erU35lXr5QJXT4QCAc4uhaPP9QFGhQTp3YoJeO1itxnZmwwIAgOGb7zeXxJ9nJv5Wrlxp5/s98MAD9ve/+93vVFBQoL179+qCCy7QVVdddco/t3z5cpWVlQ0ckZFs3/N1m/Mr1NtHm++ZuveKqQoJ9NcPnt2n7p5ep8MBgGGvGI8IDtA5E+OdDsUj2n27evr0YiEPigAAgOvllNTJNIzOSSHx53GJv1WrVmndunVav369wsPD7Wvjxo2zb00b8N13320r/mpqalwTLbyuWsN0Z5nFHjh9ySPCtWzRBO2vaNZTO444HQ4ADJvKpnbtOlKvi6YkKTSIivEPs+TkebZ/GQoAAIAr7SypU3pSlGLCgpwOBaeT+DOtuk899ZQ2btyo2NgTQ7S7u7tVUfGvmTF/+ctfNHLkSMXH8/QdH6yts0cvHajSvLQ4xUUEOx2Ox/r8hROVFBWi1RsK1dBGCxcA37A5v1J9ff9aXIEPlhQdqjkpsbbir6O7x+lwAACAFzta36bjDe3KSqPaz6MSf6Y1d8WKFaqvr9fixYuVmZmpBQsWqKOjQx/5yEfsfL+MjAz98pe/1DPPPOP6qOHxzFy69q5eLZ3BbKazERESqG9ePlV1rV36380HnA4HAIaFqVwL9PezFX8YHDMLsbmjW68fqnU6FAAA4MVyik9ca2TR5us2AgfzQWYZR595tH4KOTk5Qx0TfED/dkHm+5296+aM1eOvFeux7cW6eUGKJiQyPxOA9zLJq1eLauxsP9pHBs9UR/7onwU2aWo2/QIAALiqzdfIpuLPs7f6AmfDLKIwiz2mjY7WuLgTsyJx5vz9/XTf1dPV3dunHz6X73Q4AOBS2wqr1NnTqyU8ODotExMjNSExws7X7TWbtQAAAFy02CMhMkQp3Ou7DRJ/cOQHgWlN5aZt6GSlxunqjDHaXFCpl/aztRGA99qw78SCiktZDHVG7b6VTR3aU1bvdCgAAMALtXR0K/94o7JSY+0CWLgHEn8YdqbawKDNd2jde8VUhQT66/7n9tmqSgDwNl09vdpSUKnZyTEaExvmdDgep38ZSv+4DQAAgKG0+0i9TGNBdmqc06HgHUj8YViZWZGmWmNsbJhmjIl2OhyvYv6ffm7RBO2vaNZTb5Y6HQ4ADLk3DtWqqb2bB0dnKDM5VolRIXbOHwAAwFDLPTnfb24q8/3cCYk/DKuC8iYdqW2zbb6U/g69z104USOjQ7R64341tHY5HQ4AuKTNl43wZz4T1px/D1a16GBVs9PhAAAALxzrFRzor5ljKfJxJyT+MKw25FW8q90IQysiJFDfvHyqnaH40OYDTocDAENbMZ5XobT4cE1OYnv5meqvluwfuwEAADAUenr7tKukTrPHxigkMMDpcPAOJP4w7NUaMWFBmp9Gz7+rXJs5VhnJMXr8tWIqOgB4jbeONqi8sd1W+1ExfubOmRivyJBA2n0BAMCQOlDZpKaObmWl0ebrbkj8YdiU1bUq71ijLpmWpMAAvvVc2cp139XT1d3bp5XP5TsdDgAMacU4G+HPjnkCf+GURO06Uq/KxnanwwEAAF4ip/jEfD8We7gfsi8YNmzzHT5ZqXH6aMYYbS6o1Ev7q5wOBwCGpGI8PiJYc1N4iny2zHm4r0/alF/pdCgAAMBL7Oxf7JES63Qo+Dck/jCsib+QQH8tSk90OhSf8M0rpio0yF8/eHafunt6nQ4HAM5YcXWL3Vh+6bSRCvCnzfdsLZ6apKAAv4FlKQAAAEOx2GNCQoTiI0OcDgX/hsQfhkV9a6feOFyrCyYnKDw40OlwfMLY2DAtWzRRByqb9eSbpU6HAwBnXzHOYqghER0apIUT4rW9qEbNHd1OhwMAADxcZVO7SmtbNTeVzgx3ROIPw2JLQaXd8rN0+iinQ/Epn79wgkZGh2j1xv1qaO1yOhwAOCOmMi08OEDnTUpwOhSvYZakdPb0alsh4yAAAMDQtPlmk/hzSyT+MGxD2U13llnsgeFjqiu/eflU1bd26aHNB5wOBwBOW3Vzh20duTA9UaFBAU6H4zWWTDtRPUm7LwAAOFu5JxN/WST+3BKJP7hce1ePtu2vstt96PcfftdmjlXGuFg9/lqxiiqbnQ4HAE7L5vwKu4iCNt+hNSom1J4bTEV+ZzdzYAEAwJkzD2ljwoI0MTHS6VBwCiT+4HKvHKhWW1cPN20O8ff3031XTVd3b59WPp/vdDgAcNoV42ahx+IpVIy7YrtvU3u33jhc43QoAADAgwt93j7aYLf5mntPuB8Sf3C5/jaiJdNJ/DnFlFxfkznGVnaY6ksA8AQtHd16uahaC8bHKTY82OlwvDLx159cBQAAOBNvHW1QV0+fstPinA4F74PEH1zKLPTYnF+pKSOjlBof4XQ4Ps3M+gsN8tcPnt2n7h7augC4v5cPVNk21P4EFYbWpKRIjU+IsFuTe3v7nA4HAAB4oJxi5vu5OxJ/cKmdpXWqaemkzdcNjIkN07JFE+2cvyffLHU6HAD4UP2VaEtmsBHeFfz8/GxStbyx3T6tBwAAOJPFHoH+fspIjnU6FLwPEn9wqQ15J9p8l07nps0dfP7CCRoVHarVG/ervrXT6XAA4H119fRqc0GlZo6N1tjYMKfD8Vr9D+ZM1R8AAMDp6Ovrs8U+M8ZEKyw4wOlw8D5I/MGlPwQ27KvQ6JhQe+MG54UHB+qbV0xRfWuXHtp8wOlwAOB97Thcq4a2Lh4cuVjmuBFKiAwZmMcLAAAwWIerW1Tb0qm5tPm6NRJ/cJn9Fc0qqWm1bUSmnQju4ZqMscocF6vfvVZi234BwB2ZB0cGoyJcy2xMXjI9yZ6zzcU7AADAYOWUnJjvl53KYg+PT/y1t7fr2muvVXp6ujIyMrRkyRIVFRW962O2bNmigIAA/c///I+rYoWntvkym8mtmBXr9109Xd29ffrhc/ucDgcATl0xnleucXFhdjkUXGvJyeUpG6n6AwAAp2HnycQfiz28pOJv2bJlKiws1J49e3TNNdforrvuGnhfQ0OD7r33Xl155ZWuihMeWq0RHRqo+ePJ/rubuSkjdE3mGG0trNKLhZVOhwMA75J3rFHHGtptmy8V46537sQEhQcHDCxTAQAAGGzFn5nFPCom1OlQcLaJv9DQUJvU67/4XrhwoYqLiwfef/fdd+s73/mO4uPjB/Pp4AOO1bfZDYEXT01SUAAd5e7om5dPVWiQv+5/Lt8O0QcAt2vzPVmJBtcKDQrQRVMSlVtap6qmDqfDAQAAHsAsizSjo7LTqPZzd2eUkXnooYds1Z/x5z//Wf7+/vroRz/6gX9m9erVSk5OHjiam5kt5s025ffPZqLN112NiQ3T5xZNtD+sn3yj1OlwAGCAafONiwimbWQYmerKvj5p88nzNwAAwAcx23wNrte8MPG3cuVKO9/vgQceUHl5ue6//36bCPwwy5cvV1lZ2cARGRl5pjHDA5h2oeBAfy1KT3Q6FHyAz1840W5d/tmm/faJDQA4rbSmVQXlTbpkapICqRgfNounJCnQ308bT1ZbAgAAfJCcYhJ/nuK0rqhXrVqldevWaf369QoPD1dubq6OHz+uzMxMpaWl2eq/73//+/rP//xP10UMt9fQ2qXXD9Xo/EkJigwJdDocfICw4ADb8lvf2qX/2XTA6XAAQBtOLpigYnx4xYQHaeGEeL1cVK2Wjm6nwwEAAG4ut6ROEcEBLGLzpsSfadV96qmntHHjRsXGxtrXPvKRj6iiosLO+zPHjTfeqPvuu08//OEPXRkz3NzWwkq7MZbZTJ7hoxljlDkuVr97vURFlU1OhwPAx5n5fmFBAbpgcoLToficpTNGqrO7Vy/tr3I6FAAA4MbMjPg9ZfWakzKCDg0PMKi/IdOau2LFCtXX12vx4sW2wm/BggWujw4eW61h9sBcMo3Enyfw9/fTfVdPV09vn130AQBOqWnuUE5xrU36mYUTGF6Xnjxv9y9XAQAAOJV9xxrV3tWrubT5eoRB9WGaZRx9ZuLzh1i7du1QxAQP1t7VoxcLqzQ3ZYQSo0KcDgeDZP6+rs0co7/tPmYrNs2sJwAYbpsLKtXbR5uvk0ufZo2NsQs+zJP8IJ7gAwCAU8gpOTHfL5vEn0fgig5D6rWDNWrt7KHN1wN984qpCg3y1/3P7rM3fAAw3MxiCX9TMT6Vhw9OMefvxvZuvXm41ulQAACAm8otqbVdfpkpJ8bAwb2R+MOQYii75xodE2a3/B6satHvXy9xOhwAPqats0cvH6jS/PFxGhER7HQ4Pqv//L0h78T5HAAA4J1MN6hZ7GGWekSHBjkdDgaBxB+GjJkRZ6o1JidFanxChNPh4Ax8btFEjY4J1c82HVB9a6fT4QDwIS8dqLKzYpZO58GRk9JHRio1Ptyezwcz5gUAAPiWsro2VTR2KDuNNl9PQeIPQ2b3kTpVN3farYDwTGHBAbr3iqlqaOvS/2w64HQ4AHzIhrwTCyWWMCrCUX5+frbd91hDu/KONTodDgAAcDM7S0/M98tivp/HIPGHIb9po1rDs300Y4zmpMTqd6+XqKiyyelwAPiA7p5ebS6o0PTR0RoXF+50OD6Pdl8AAPB+cor7F3vEOR0KBonEH4aEaQd6Ia9cI6ND7EZAeHa1x31XTbet2z94Nt/pcAD4gB3Fdapv7aLaz402vcdHBGvDvhMP9AAAAPqZ+X6JUSFKHhHmdCgYJBJ/GBJFlc0qrmm1N23+ZiUjPNqclBG6bs5Ybdtfpa2FlU6HA8BnFkOR+HMHAf5+umRakgrKm1RS0+J0OAAAwE00d3SroLxR2akjbMEIPAOJPwyJ/qoA2ny9xzcun6KwoADd/+w+dfX0Oh0OAC+uGDeLJMbGhtlWX7iH/vO5+bsBAAAwdpfWq7eP+X6ehsQfhizxFxUSqIUT4p0OBUNkdEyYPn/hRB2satETr5c4HQ4AL5V/vMluhzPVfjw5dh/nT06wD3/65/cCAADklNTatyT+PAuJP5y18oZ27TlSr8VTkxQcyLeUN1m2aIJGx4TaDb91LZ1OhwPAm9t8qRh3K6FBAbowPdFe4Nc0dzgdDgAAcJP5fiGB/poxhrn+noQsDc7axvyTbb7MZvI6YcEBuveKqWpo69L/bNrvdDgAvJCpKIsND9K8NJ4cuxtzXjftPJsLmPUKAICvM8sfd5XWKyM5loIfD8PfFs7ahrxyBQf428oAeJ+PZozRnJRYPfFGqQ5UNDkdDgAvcqS2VfuON+riqUkKDOCSxN2Yvxez6IN2XwAAUFjeZJd7ZPGw1uNwlY2z0tjepdcP1eicifGKCg1yOhy4gJm59d2rZ9gnPPc/l+90OAC8SP/iCNp83VNseLDmp8Xp5QNVau3sdjocAADgoNzSOvs2K4XEn6ch8Yez8mJhlbp6+mjz9XKZ42J1/Zyx2ra/Sltp+QIwhPP9zJyYRekJToeC92HO7x3dvXppf7XToQAAAAflFp9Y7DGXxR4eh8QfzrrN11gyjcSft/v65VPshscfPLdPXT29TocDwMOZhUE7iut0weREhQcHOh0O3seS6SPftYQFAAD4bsXfhMQIxUUEOx0KThOJP5yxju4eW/Fn5r8lRYc6HQ5cbHRMmD5/4UQdqmrR714rcTocAB5uS0GlHSFAxbh7Sx4Rrhljou3fVzcPfQAA8EmVje06UtumbKr9PBKJP5yx1w7W2OGezGbyHcsWTdCYmFC74ddU6wDAmTIVZP5+0iVTk5wOBR/CnOfrW7tshSYAAPA9uSUn5/uR+PNIJP5wxjb0D2WnWsNnhAUH6JtXTFVje7dN/gHAmWjr7LEzQ7PT4hQfGeJ0OPgQ/ed52n0BAPBNOQOJvzinQ8EZIPGHM9Lb22e3MU5MjNDExEinw8Ew+mjGGM1NidUTb5Rqf0WT0+EA8ECvFFWrvatXS0/Oj4N7mzoqSskjwrQhr0J9fX1OhwMAABxI/MWGB9n7f3geEn84I7vL6lXV1KEltPn6HD8/P9139Qw7m+sHz+7jJhDAmS+GIvHnMT/3Tbvv0fo27Tve6HQ4AABgGLV39SjvaIOyUkbYawJ4aeKvvb1d1157rdLT05WRkaElS5aoqKjIvu/222/X7NmzlZmZqXnz5mnz5s2ujhluwFT7GbT5+qbMcbG6fs5YvXygWlsLK50OB4AHMQ8NNhdU2iqy1HieGntcu2/eifM/AADwDXuO1Ku7t09Zacz38/qKv2XLlqmwsFB79uzRNddco7vuusu+/rOf/Ux79+7V7t279cgjj+imm25Sby9b33yhWiMxKkSZybFOhwKHfOPyqQoLCtD9z+ari02PAE5jOHRtSydtvh7GbPEbER40MN8XAAD4htzSk/P9Ukj8eXXiLzQ0VFdeeeVAWefChQtVXFxsfx0b+6/ET0NDg6vihBspqmzWwaoW26Llb1YywieNignVFy6aqEPVLfrdayVOhwPAw9p8l85gVIQnCQzw1yXTRir/eKOO1LY6HQ4AABgmucV1CvT3U8Y4in58asbfQw89ZKv++t17772aOHGirr/+ev3lL3+Rvz+jA32izZdqDZ+3bNEEjYkJtRt+TQUPAHwQMxPUVIyZnxszxkQ7HQ5OU/95v/86AAAAeP+1m6n4mzE2RqFBAU6HgzN02hm6lStX2vl+DzzwwMBrDz74oA4ePKinn35a3/jGN9TZ+d4EwOrVq5WcnDxwNDc3n2nMcNiGfeWKDAnUORPjnQ4FDjM//O+9cpoa27tt8g8APkhhRZNKa1tttR/DoT3PBZMTFRrkb68DAACA9zOdfvWtXXbkB3wk8bdq1SqtW7dO69evV3h4+Hvef+mll6qpqUlvvfXWe963fPlylZWVDRyRkZFnFzkcUdnYrl2l9bpoSqJCAsn4Q7p69mhlpY7Q798o1f6KJqfDAeDG+hdDsM3XM4UFB9jk35uHa1VHlTcAAF4vt6TWvjX3e/CBxJ+p2Hvqqae0cePGgbl+XV1dA9t9jTfffFOVlZWaMGGCa6KF4zbmc9OGdzNVO/ddNd1u6vzBs/tsOTgAnIqpFIsODdT88XFOh4KzaPft7ZPdzAwAALx/KZtBxZ9nCxzMB5kKvRUrVtiE3uLFi+1rISEh2rp1qz7zmc/YpR6BgYGKiIjQn//8Z40YwTeFtzJzfYIC/LR4apLTocCNmEGv188dq3U7j2prYaUunkpiGMC7Ha1v09tHG3XdnLEKCmAWsKcyCz7MXi+zpOXGrGSnwwEAAC6UU1KncXFhSooOdToUuDrxZ2byvV8Vz6uvvno2Xx8epKm9S9uLarRwQryiQ4OcDgdu5puXT9X6t8p1/7P5On9SooIDubEH8C+bWAzlFeIigjUvLU4vHahSW2ePbf8FAADexyxvPFTVomszxzgdCs4Sd+YYtG37q9TZ02uHsgP/bmR0qL540UQdqm7R714vcTocAG7Y5mseCCxKT3Q6FJwlcx3Q3tWrlw9UOR0KAABwkZ0n23yz0hjR4ulI/OH0h7JPo1oDp/bZRRM0NjZMD23ab58QAYDR0Nql1w/V6oJJCYoIGVSzAdxYf9WmGf8BAAC8U27pycRfCqPcPB2JPwxKZ3evthZU2lluo2Lo78ephQYF6N4rpqqxvVs/27jf6XAAuIkthRV2AdDSGTw48gbj4sI1bXS0NuVXqLun1+lwAACAC+QW1ykyJFBTRkU5HQrOEok/DMrrh2rU1NHNbCZ8qKtmj7Zbn37/RokKy5ucDgeAm1SM+/mJxT9eZMn0kapr7RrY9gcAALyr8GdPWb3mpMQqwGz1gkcj8YdBz2YySPzhw/j5+em+q6ert0+6/7l977sYCIBvaO/qsTNiTZtIYlSI0+FgiPRfD2yg3RcAAK+Td6xBHd29ykqlzdcbkPjDh+rt7dOmfZUanxChSUmRTocDDzA7OVY3zE3WyweqtaWg0ulwADho+8FqtXb20ObrZWaMibYzXc2DQR7wAADgXfor+rNTWezhDUj84UO9dbRB5Y3t9um+qeYCBuMbl09ReHCA7n8u35aKA/DxxVDT2QjvTcz1gGn3PVLbpgLGOgAA4HWJP9Phm5kS63QoGAIk/jD4Nl+qNXAaRkaH6osXTdTh6hY9/lqx0+EAcIBZ6GEWQKSPjLRV4/Au/dcFbPcFAMB7mEr+nJI6TR0VbZd7wPOR+MOgqjUSIkOUOY7+fpyeuy6YYFvBHtp8QLUtnU6HA2CY7SqtU3Vzp5ZS7eeV5qfFKSYsaOABIQAA8HxldW2qaupgvp8XIfGHD3SoqlkHKpu1ZHoS23xw2kKDAvStK6eqqb1bqzcWOh0OgGHWv/iBinHvFBjgr0umJento406Wt/mdDgAAGAI5JTU2rfZaST+vAWJP3yg/vYdqjVwpj4ya7SyU0foyTdKVcgcKMCn2kReyCvXqOhQzRob43Q4cPF23415VP0BAOBNiz3mppD48xYk/vCh1RpmQcM5E+OdDgUePAD+vqunq7dP+sGz+9j+CPgIUy1eUtNqF0CwGMp7LUpPVEig/0B1JwAA8Gw5xXUaGR2i5BFhToeCIULiD+/L9PXvLK3TRVMSbcsmcKZmJ8fqxqxkvVJUrc35lU6HA2A4K8Zp8/Vq4cGBumBygt44XKv6Vma5AgDgyZrau1RY0WTn+/Hg1nuQ+MP72pxfIVOcRZsvhsLXL5tiq0d/+Hy+Ort7nQ4HgIttyCtXVGigFoynYtzbmesEs8F5SwEPdgAA8GS7SuttDiArNc7pUDCESPzhfZm2nUB/Py2ekuR0KPACI6ND9aXFk3S4ukWPv1bsdDgAXOh4Q5v2lDXo4qlJCg7kUsPbmQUfZv9Xf5UnAADwTDkn5/uZGe3wHlyN45SaO7ptW+bCCfGKCQ9yOhx4iTvPH6+xsWF6aPMB1TR3OB0OABfZxGIonxIfGaLs1Dht21+l9q4ep8MBAABnaGdJnUKD/DV9TLTToWAIkfjDKb20v8q2YzKbCUPJzIr81pVT1dTerdUb9zsdDgAXVowHB/jrwimJToeCYWKuF1o7e/RqUbXToQAAgDPQ3dOrXaV1ykiOVVAAqSJvwt8m3nc2k3HpNBJ/GFofmTVa89JG6Kk3S1VQ3uh0OACGWENbl147WKNzJ8UrMiTQ6XAwTMz2ZmNDHu2+AAB4IrPUo6Wzxy72gHch8Yf36OrptQO6Z42N0ZhYVnhjaJntUPddNUN9kn7w7D71memxALzGi4WV6u7to83Xx6TGR2jKyChtyq+wiz4AAIBnye2f75dG4s/bkPjDe7x5uFaN7d1aevLpPTDUZiXH6Ma5yXq1qEab8tkCCXhbm6+fn3TpdBZD+WK7b01Lp3aWnrhxAAAAnpf4m5tC4s/bkPjD+7b5Lp1BtQZc5+uXTVF4cIB++Nw+O08SgOfr6O7RiwWVmjMuVklRoU6Hg2HWX+XZfx0BAAA8R05xnSYlRSo2PNjpUOBE4q+9vV3XXnut0tPTlZGRoSVLlqioqMi+7/bbbx94/bzzztOOHTuGOkYMI9N2aao1UuPDlT4y0ulw4MWSokP1pcWTVFzTqse2FzsdDoAhsP1gjZ0Nw4Mj3zRzbLRGx4Ta6wjGOAAA4DnKG9p1tL5N2cz38+2Kv2XLlqmwsFB79uzRNddco7vuusu+ft1112nfvn329W9961u66aabXBkvXOzto4063tBu23zNLDbAle48f7zGxobpfzcfUE1zh9PhADhL/YsdGBXhm8x1g/m7L6lp1YHKZqfDAQAAp9vmS+LPdxN/oaGhuvLKKwcSQQsXLlRx8YkKnY9+9KMKDAwceP3o0aPq7u52ZcxwoQ37aPPF8AkNCtC3r5ympo5urd643+lwAJyF3t4+bdxXYVtEJiRSMe6r+q8faPcFAMBz5JTU2rdU/HmnM5rx99BDD9mqv1O9bhKE/YlAeGa1RnxEMAM9MWyunDVK89Pi9NSbpdp+sNrpcACcoV1H6lXd3KElVPv5tPnj4xQdGmjbfQEAgGfYWVKnuIhgjU+IcDoUuEPib+XKlXa+3wMPPPCu15944gk9/fTTeuSRR07551avXq3k5OSBo7mZFhB3U1LTosKKJl0yLUkB/rT5YniYSuKV189URHCgPv+7XBXRHgZ4dsU4iT+fFhTgr4unJmlvWYOO1bc5HQ4AAPgQbZ09yjvWaIt/GPflnU4r8bdq1SqtW7dO69evV3h4+MDrf/zjH/Xf//3f2rhxo0aOPPUF//Lly1VWVjZwREbSBuRuTIvWO7fyAcNlUlKUfnnLXLsU4Pa1bzLvD/DQc0hSVIgykmOdDgVu0u67KZ+qPwAA3N2esnp19/YpizZfrzXoxJ+p2Hvqqadsci829l8X9abK7zvf+Y42bdqklJQUV8WJYWrzDQsK0PmTE5wOBT7ogsmJuv/amTpS26bPPp6j9q4ep0MCMEimUvdQVYtt8/WnYtznLUpPVHCg/8CyFwAA4P6LPbLTSPz5dOLPVOitWLFC9fX1Wrx4sTIzM7VgwQL7vptvvlnt7e125p953Rw1NTWujhtDzMxlMgM9L0xPtAsXACd8cn6KPnfhBO0srdfX/rTHLgsA4P5YDIV3igwJ1PmTEvT6oRo1tHU5HQ4AAPiQxF9QgJ9mjY1xOhS4yKC2cJiZfH19p74B7+rigs4bbMmvlMmxLJ3BbCY465uXTVVpTaue3XtcafER+tplU5wOCcCHMJVdUSGBOmdCvNOhwE2YWY9bCir1YmGlrskc63Q4AADgFEyhhUn8zRwbQwGQFzujrb7wzmoNs9DDDOQGnGTaBFd/LFMZ42L1861FejrniNMhAfgAFY3t2n2kXhdNTbLtnYBxybSRMvPBafcFAMB9HaxqttX52cz382pcoUOtnd16+UC1FoyPU2x4sNPhAAoLDtD/3ZqtsbFh+va6t7S9qNrpkAB8yGIoM98P6JcYFWK3A5qKP2a2AgDg3vP9WOzh3Uj8QS/tr1ZHdy83bXC7m8Y1t8+zC2c+/0SuiiqbnA4JwCls2Fdh58JcNCXR6VDghu2+Zlv7aweZ/QwAgDvKOZn4m0viz6uR+MPAUHYSf3A36SOj9KtbstTa2aPb1+6wS2gAuI+m9i69drBa50xMUHRokNPhwM30L3vpv84AAADuZWdJnVLiwpUUFep0KHAhEn8+rrunV5vzKzVjTLSSR4Q7HQ7wHudPTtD9187Ukdo2LXs8h5YxwI28WFilrp4+W9kF/LvxCRGanBSpjfsq2dIOAICbqWnu0KHqFub7+QASfz7uzeJaO8xz6fQTT+UBd/SJ+Sn6/IUTtbO0Xiv+tIcbSMCN2nwNKsbxfpbOGGmrtXcdqXc6FAAA8A7m3sqgzdf7kfjzcf3b9syFOeDOvnHZFF05a5Se23tcqzYUOh0O4PM6unu0taBSmeNiNTKa9hCcWv+DRdp9AQBwLzkltfZtdhqJP29H4s+H9fX12W2M4+LCNHVUlNPhAB/I399Pqz+WaZMMv3zxoJ7eccTpkACf9vqhWjV3dFPthw80a2yMRkaH2AeN5roDAAC4z3y/qJBATU4iF+DtSPz5sLxjjTpa32afxvv5+TkdDvChQoMC9Jtbs5U8Ikzf/utberWo2umQAJ+1Ie9EBddlVIzjQx7amOTw4eoWHaxqdjocAABwsnNjT1mD5qSOUIA/uQBvR+LPh5lqP4NqDXiSxKgQrbltnsKCA/T5J3JVVNnkdEiAzzFzNs05ZEJChCYmRjodDjyk3feFk+NFAACAs94+2qjO7l4We/gIEn8+PpR9RHgQ/9jhcSaPjNKvbs5SW2ePbluzww6OBzB89h5tUGVTh5bMGEnFOD7UwgnxtpWofxkMAABwvs3XyCIX4BNI/PmoI7Wtyj/eqEumjVRgAN8G8DznT07QD6+bqbK6Nn328Ry1d/U4HRLgc22+bITHYAQH+mvx1CTtOVKvisZ2p8MBAMDnmcUepsPXzE+H9yPj46P6n7ovpc0XHuzj81L0hYsmaldpvVY8vce2HwIYnnNIQmSI5nCxiEFaenIWZP+YEQAA4AyzbCu3pF7TRkcrIiTQ6XAwDEj8+XC1RmiQvy6YnOh0KMBZ+frSKfrIrNF67q3j+smGQqfDAbyeWdBQVNls58OaxQ3AYFyYnqjgAH/afQEAcFhpbasdlcTIL99B4s8H1bZ0akdxrRZNTrQLEgBPZhIPP/1Yhi1T/9WLB/XHHaVOhwR4tf6KLSrGcTqiQoN0zsR4vXawWo3tXU6HAwCAz8o9Od9vLok/n0Hizwdtzq+Q6YhcOoPZTPAOoUEB+r/PZCt5RJj+869v69WiaqdDAry6YjwiOMAmcYDTbfft6unTi4VVTocCAIDPyjmZ+MtOi3M6FAwTEn8+Wq1hurMunprkdCjAkDHzxtbePs9WsX7+iVwdqGhyOiTA61Q2tWvXkXpdNCXJJtyB07Fk2sh3LYcBAADDL7e4TqNjQjU2NszpUDBMSPz5mLbOHr10oErz0uIUFxHsdDjAkJqUFKVf35Jlv89vX7tDVU0dTocEeJXN+ZXqsxXjtPni9CVFh2pOSqyt+OvoZhM7AADDraGtS/srm2jz9TEk/nzMyweq1N7VS5svvNZ5kxK08rpZKqtr02cfz1F7FzeXwFAxlVqB/n624g84E0unj1JzR7deO1jjdCgAAPicXaV19iEuiz18C4k/H9O/TY+h7PBmH5s3Tl+8aKJ2H6nX8qd3q9cMtQRwVkyy5tWiGjvbLyYsyOlw4KH6q0X7l8QAAIDhs/PkfL8sEn8+hcSfD+nu6bWLPaaNjta4uHCnwwFc6mtLp+gjs0fr+bfK9eMXCp0OB/B42wqr1NnTy4MjnJWJiZGamBhhE388lAEAYPgXe4QFBdicAHzHoBJ/7e3tuvbaa5Wenq6MjAwtWbJERUVF9n0rV67UlClT5O/vr7/97W+ujhdn+Y+8rrWLmzb4BH9/P/30pgw7T+rX2w7qD2+WOh0S4NE27DuxkOFSziE4S0umj1JlU4f2lNU7HQoAAD5VCGQ6ojLGxSgogBowXzLov+1ly5apsLBQe/bs0TXXXKO77rrLvn7ppZdq/fr1WrRokSvjxBDYkHeyzZeh7PARZuvob27N1ri4MP3n3962My4BnL6unl5tKajU7OQYjY5hAxzOTv91SP/4EQAA4HoF5U1q7exRdmqc06HAHRN/oaGhuvLKK+Xn52d/v3DhQhUXF9tfz58/XxMmTHBtlDhrfX192phfbld2T6esFz4kITJEa26bp/DgAH3xiZ3aX9HkdEiAx3njUK2a2rupGMeQyEyOVWJUiF0WAwAAhkcu8/181hnVdz700EO26g+eld0/UtumJdNHDiRwAV8xKSlKD9+SpbauHt2+ZoeqmjqcDgnwyDZfNsJjqEYxmOuRg1UtKqpsdjocAAB8ZvSXMTeFxJ+vOe3En5npZ+b7PfDAA6f151avXq3k5OSBo7mZC73hRJsvfN25kxK08vpZOlrfprsez1FbZ4/TIQEeUzFuziFp8eGanBTpdDjwEv3Vo2z3BQBgeOQW1yp9ZKRiwoOcDgXunPhbtWqV1q1bZ2f6hYef3lbY5cuXq6ysbOCIjOTmYbirNWLCgjQ/jX5++K6PZY/TlxZP1J4j9Vr+9G42SgKD8NbRBpU3tttqPyrGMVTOmRivyJBAbTxZTQoAAFznWH2bjjW00+bro/xPp2Lvqaee0saNGxUbG+vaqDCkyupalXesUZdMS1Ig23vg41YsmaKrZo/W+rfL9aMXCpwOB/CcinHm+2EIhQQG6KIpidp1pF6Vje1OhwMAgI/M96MQyBcNKgtkKvRWrFih+vp6LV68WJmZmVqwYIF93/33329bd1977TW76df8uqqKzZnupL+NZul0ZjMBZrbUqpsyNDclVg9vO6Sn3ix1OiTA7SvG4yOCNYd5MBhiZs5fX5+0Kb/S6VAAAPBqLPbwbYGD+SCTzDMzfk7lO9/5jj3g3tUaIYH+WpSe4HQogFsIDQrQb27N1nW/3K7v/O1tJY8I0wWTE50OC3A7xdUt2l/RrI9nj1OAP22+GFqLpyYpKMDPJpc/tSDF6XAAAPDqxJ95kGtmNsP30Pfp5epbO/Vmca0umJyg8OBB5XkBnxAfGaJHb5uniOAAffGJnSosb3I6JMB9K8ZZDAUXiA4N0sIJ8dpeVKOm9i6nwwEAwCu1dnZr3/FGzU0dwbxmH0Xiz8ttKahUT28fbb7AKUxKitSvP52ltq4e3bF2hyqbmDMFvJOpxAoPDtB5k6gYh2uYpTGdPb3atp8xMQAAuMLuI/U2J5BNm6/PIvHnA22+pjvLLPYA8F7nTkzQA9fP0tH6Nn32sRy1dfY4HRLgFqqbO5RTUqcL0xNtezzgCkumjXzXEhkAADC0dp6c75edRuLPV5H482LtXT32CXp2apxtawRwajdlj9PdiydpT1mDvvrH3ertPfVMU8CXbM6vsIsXaPOFK42KCVXGuFhtLaxUZ3ev0+EAAOB1zIPc4AB/zRgT43QocAiJPy/2yoFq28LITRvw4ZYvSdfVGWP0z7xy/eifBU6HAzjOVGCZhR4XT+EcAtdaOn2kmtq79cbhGqdDAQDAq5iCBlPxNys5hg4OH0biz8tnMxlLpnPTBnwYf38//eTG2XbF/cMvHdKTb5Q6HRLgmJaObr1cVK0F4+MUEx7kdDjwgcSfQbsvAABDq6iqWY3t3fYeB76LxJ+XMsM7N+dXasrIKKXGRzgdDuARzFOwRz6dpZS4cP3X39/WSwybh48y3/um7bI/IQO4etHS+IQIu0WaUQsAAAydnOIT8/1I/Pk2En9eamdpnWpaOmnzBU6TmYe55vZ5igwJ1Bd/v1OF5U1OhwQMO5OAMZbMYCM8XM/Pz88mmcsb2/XW0QanwwEAwGvknlzsMTeFxJ8vI/HnpTbknWjzXTqdmzbgdE1MjNSvb8lSR3eP7li7Q5VN7U6HBAybrp5ebS6o1Myx0RobG+Z0OPAR/Q8q+8eUAACAs5dbUqu0+HAlRrHs05eR+PNCfX192rCvQqNjQu2NG4DTd87EeD1w/WwdrW/TXY/lqK2zx+mQgGGx43CtGtq6eHCEYZU5boQSIkOY8wcAwBCpbu5QcU2r5tLm6/NI/Hmh/RXNKqlptW0zpn0GwJm5MStZX754kvaWNeg//riL2VPwCebBkcGoCAwns0F6yfQkHahs1uHqFqfDAQDAa9p8s1PjnA4FDiPx581tvsxmAs7a8iXp+mjGGL2QV6EH/1ngdDiA6yvG88rtghuzHAoYTv1Vphtp9wUAYOgSf2lU/Pk6En9eWq0RHRqo+ePJ7ANny1TN/vjG2cpOHaFHXjqk379R4nRIgMvkHWvUsYZ2LaFiHA6NWAgPDqDdFwCAIUr8mbzApMRIp0OBw0j8eZlj9W12I97FU5MUFMBfLzAUQoMC9Mit2UqND9d9f8/Ttv1VTocEuHgxFG2+cOZn7UVTEpVbWqeqpg6nwwEAwGO1d/XorbIGO9/P35+Hub6OzJCX2ZTfP5uJNl9gKMVFBOvR2+YpMiRQX/r9ThWUNzodEuCSinHzvZ7FEGg42O7b1ydtPnk9AwAATl/esQZ19vQqK4VrOpD48zqmPSY40F+L0hOdDgXwOhMTI/Xwp7PU0d2jO9bsUGVju9MhAUOmtKZVBeVNumRqkgKpGIdDFk9JUqC/38CSGQAAcPpyik/M98tivh9I/HmXhtYuvX6oRudPSrBVSQCG3sIJ8Xrw+tl2Dtpdj+eotbPb6ZCAIbHh5EIFKsbhpJjwIPtz9pWiarV08PMVAIAzne8X4O+nzHGxTocCN0Diz4tsLaxUd28fs5kAF7shK1n3XDJZe8sa9B9/2K2e3j6nQwLOmqmwCgsK0AWTE5wOBT5u6YyR6uzu1UvMUwUA4LT19fXZxN/00dEKD6YgCCT+vK5awyxhvGQaiT/A1b566WRdkznGJkseXJ/vdDjAWalp7lBOca0WpSfYBQuAky49eR1Duy8AAKevpKZVNS2dzGzGABJ/XrS158XCKju8MzEqxOlwAK/n5+enH90wW/PSRug3Lx/W714vcTok4IxtLqiUKVxdMp02XzhvTGyYZo2NsQs+unp6nQ4HAACPklNycr4fiT+cROLPS7x2sEatnT1aQpsvMGxMZdTDn85Wany4vvdMnl4srHQ6JOCMF0P5m4rxqUlOhwJYZmxJY3u33jxc63QoAAB4lNySE+fObBZ74HQSf+3t7br22muVnp6ujIwMLVmyREVFRfZ9lZWVuvzyyzV58mTNnDlTL7300mA+JYYYQ9kBZ8RFBGvNbfPsQp27n9yl/OONTocEnJa2zh69UlSl+ePjNCIi2OlwgHddz2zIO3F9AwAABsfM9xsTE6rRMWFOhwJPq/hbtmyZCgsLtWfPHl1zzTW666677Ov33nuvFi5cqAMHDmjNmjX61Kc+pa6uLlfGjH9jFgts3FehyUmRGp8Q4XQ4gM+ZkBipRz6dpY7uHt25docqG9udDgkYtJcOVKm9q1dLafOFG0kfGWmrqc2cPzOkHAAAfLiG1i7tr2hWVlqc06HA0xJ/oaGhuvLKK+1MK8Mk+oqLi+2vn376aX3+85+3v543b57GjBmjbdu2uTJm/JvdR+pU3dxpt+ABcMaCCfF25t+xhnbd+ViOWju7nQ4JGHSbr8GoCLgTc81p2n2PN7Tr7aNUUgMAMBg7j5yc75cS63Qo8PQZfw899JCt+qupqbHVfaNG/atKIC0tTaWlpe/5M6tXr1ZycvLA0dzcfHaR4z03bVRrAM66fm6yvnLJZL11tEFf+cNuW40LuLPunl5tLqjQ9NHRGhcX7nQ4wCnbfTeeHGcCAAA+WG7xicRfNhV/OJvE38qVK+18vwceeOC0/tzy5ctVVlY2cERGRp7ul8YpmPaXF/LKNSo61G7AA+Cs/7h0sq7NHGPb7x94Pt/pcIAPtKO4TvWtXVSMwy3NTRmh+Ihg2+4LAAAGN98vPDhAU0dFOR0KPDXxt2rVKq1bt07r169XeHi44uPjFRgYqPLyfz2JNS3AKSkprogVp1BU2azimlbbouVvVjICcLw97Uc3zta8tBH6v1cO63evnRiLALjzYijafOGOAvz9dMm0JBWUN6mkpsXpcAAAcGtdPb3afaRemeNiFRhwRs2d8FKD/m4wrbpPPfWUNm7cqNjYf/WL33TTTfr1r39tf71jxw4dPXpUF154oWuixXv0PwXnpg1wHyGBAXrk09lKiw/Xd5/J09bCSqdDAk5ZMW4qU8fGhtlWX8Ad9Y8xMd+rAADg/RUcb1JbV4+yU0c4HQo8MfFnWnNXrFih+vp6LV68WJmZmVqwYIF9349+9CNt375dkydP1m233aYnnnhCQUFBro4b70j8RYUEauGEeKdDAfAOIyKCteb2+YoOC9Ldv9+pfccYTg/3kn+8SWV1bbbNt395F+Buzp+coLCggIF5xgAA4NRySmrt27kk/vBvAjUIZhmHqQw4lZEjR2rDhg2D+TQYYuUN7dpzpF4fzRij4EBKeQF3Mz4hwlb+3fJ/b+jOx3bob186TyOjQ50OC3hXmy+LoeDOQoMCdGF6ov1+rWnuUHxkiNMhAQDglnJK6mSe5c5JIfGHdyNb5ME25p/c5stQdsBtzR8fpx/dOEvHG9pt8q+1s9vpkADLVFDFhgfZeZSAOzPXOWZJ+uYCxiYAAPB+dpbUKT0pSjFhdGDi3Uj8ebANeeUKDvC3T8IBuK/r5iTbbb9vH23UPU/tVo+5gwUcdKS2VfuON+qSqSMZ/gy3d/HUJLvog3ZfAABO7Wh9my00yOKBLk6Bq30P1dDWpdcO1ujcSfGKCiWjD7i7r1wyWdfNGatN+RX64XP5TocDH9e/KIHFUPAEseHBmp8Wp5cPVFE1DQDAKeSW1Nm3WbT54hRI/HmoFwsr1d3bx2wmwEOY5QkP3jDL3rw++uphPf5asdMhwYeZeWkhgf5alJ7gdCjAoNt9O7p79dL+aqdDAQDA7eQWn1jskU3FH06BxJ+HV2tcOi3J6VAADFJIYIAe/nSWXfrxvWfytJV5VXBAXUundhTX6YLJiQoPHtSOL8Bx/dWp/UtpAADAv+SW1ikhMlgpceFOhwI3ROLPA3V09+jFwirNSYlVEhtCAY8yIiJYj942T9FhQbr7yZ3ad6zR6ZDgY7YUVNo5kyyGgidJHhGuGWOitTm/Ut09vU6HAwCA22jp6Fb+8SZlpY6wXUbAvyPx54HMbL/mjm7afAEPZSr+Hvl0trp6+nTH2h0qb2h3OiT4EFMx5e8nXTKVinF4FnPdY2Ycv3mynQkAAEi7j9Tbh7rZqXFOhwI3ReLPA2042eZLtQbgueaPj9OPb5yt8sZ23fnYDvukDnC1ts4ebdtfpey0OMVHhjgdDnBa+q97+sedAACAfy32mJvKfD+cGok/D9Pb22cveCcmRmhiYqTT4QA4C9fOGauvXpquvGON+sofdtkndYArvVJUrfauXi1lmy880NRRURoXF6YNeRXq6+PnJQAARk5JnYID/TVzbLTTocBNkfjzMLvL6lXV1KGlM2jzBbzBPZdM0vVzxmpTfqXuf26f0+HAy23IO7EYgVER8ERmbtGSaaN0tL5N+44zHxUAAFMYtKukTrPHxthFgsCpkPjzMP3tLVRrAN5zI/vADbNs6++aV4v12PZip0OClzIVpZsLKm3VVEo8G9/g2e2+puoPAABft7+ySU0d3cpKo80X74/EnwdWayRFhSgjOdbpUAAMEfN07pFPZ2lCQoT++x952lLADS1cM/+ltqWTB0fwaNmpIzQiPGhg3jEAAL6sf75fVgqJP7w/En8epKiyWQerWnTp9JHyNysZAXiN2PBgPXrbPMWEBenuJ3cp71iD0yHBW9t8GRUBDxYY4K9Lpo1U/vFGHaltdTocAAAclVt8MvHHYg98ABJ/HoQ2X8C7pSVE6JFbs9Xd06c71+aovKHd6ZDgJcwiBFMhNSYmVDPGMPgZnq3/OoiqPwCAr8strbNdQ/GRIU6HAjdG4s+DbNhXrsiQQJ0zMd7pUAC4yLy0OP3kptkqb2zXnY/tUEtHt9MhwQsUVjSptLbVVvuZuZKAJ7tgcqJCg/y1cd+JKlYAAHyRWfpZUtOquVT74UOQ+PMQlY3t2lVar4umJLKtB/By12SO1fIl6co71qh7ntpllzIAZ6N/EQIV4/AGYcEBWjQ5UW8erlVdS6fT4QAA4IjcktqB+bfAByHx5yE25p+8aWM2E+ATvnzxJF0/d6zdwvqDZ/c5HQ68oGI8OjRQ88bHOR0KMCSWTB8p80zE/IwEAMCnF3uQ+MOHIPHnQfP9ggL8bMUfAO9n2jEfvH62FoyP09rtxVr76mGnQ4KHOlrfprePNtqFCEEBnPbhHcz3s9lz1r+0BgAAX5NTUmcXA05MjHQ6FLg57gA8QFN7l7YX1WjhhHhFhwY5HQ6AYRIc6K+HP51lB/Z+/9l92nyy8hc4HZtYDAUvFBcRbGeivnSgSm2dPU6HAwDAsGrv6tHbRxs0NyVW/uZJGPABSPx5gG37q9TZ00ubL+CDYsODteb2efZp3pef2mVP8MDptvmaJPKidCrG4V3MdVF7V69ePlDldCgAAAyrt442qKunT9lpjHHBhyPx50FD2ZdMo1oD8EWp8RH6za3Z6u7ps5t+jze0OR0SPERDa5deP1SrCyYlKCIk0OlwgCHVX8W64WRVKwAAvjbfb24K8/0wRIm/e+65R2lpaXbm1O7duwde/+c//6ns7GzNnj1bCxcu1J49ewbz6XAaOrt7tbWgUhnjYjUqJtTpcAA4xDzN+8lNs1XR2KE71+aopaPb6ZDgAbYUVtit0Etn8OAI3mdcXLimjY62YxC6e3qdDgcAgGGTU1ynQH8/ZY6LdToUeEvi78Ybb9Qrr7yi1NTUgdfq6up0880367HHHtPevXv1k5/8xP4eQ+v1QzVq6uhmNhMAXZM5ViuWpGvf8Ubb9msSOsCHVYz7+Z1YhAB4I3N9VNfaNVD5AACAt+vr69PO0jrNGBOtsOAAp8OBtyT+Fi1apOTk5He9dvDgQcXHx2vGjBn29xdccIFKS0u1c+dO10Tqw7OZjMuo1gAg6e6LJ+mGucnaUlCpHzy7z+lw4OZDn82M2KyUEUqIDHE6HMAlltDuC8CH9Pb26Zk9x1Te0O50KHDQ4eoW1bZ0am4qbb5w8Yy/yZMnq6amRtu3b7e/f+aZZ9TU1KTi4uJTfvzq1att8rD/aG5uPtMv7VM/2Dftq7QbPVnRDcAwIxceuH6WFk6I09rtxVrz6mGnQ4KberWoWq2dPbT5wquZaoexsWH2QampgAAAb/bTjYW656ld+sQjr9nED3xTzskq9+xUFnvAxYm/mJgY/fnPf9a3vvUtZWVlacOGDZo+fboCA089PHz58uUqKysbOCIjSWQNZlNPeWO7fZptbvYBwDAbWn99S5YmJEbYqr9NVLrgFDae/L5YMp2N8PBe5vrIXCcdqW1TQXmT0+EAgMs8nXNEv9h6UKOiQ1Vc06rP/S5HHd09TocFB+w8mfjLouIPw7HVd/Hixdq2bZtyc3P105/+VMeOHbPJPwxtmy/VGgD+XWx4sNbcNs++vecPu/T20QanQ4IbMfMfN+VXKH1kpMYnRDgdDuBS/ddJZqYlAHij7UXV+va6t2yF8zNfPk93nj9eO4rr9I0/76Xa2Ucr/sz3Ass/MSyJv+PHjw/8+gc/+IEuvvhiTZo06Ww+Jd7BXMCauUyZ48jkA3iv1PgIPfLpLHX39unOx3boeEOb0yHBTewqrVN1c6eWUu0HHzA/LU4xYUEDD0wBwJsUVTbp80/kKiwoQGtun6ekqFB9+8ppunTaSP199zH9z6YDToeIYVTf2qmiymaq/TD0ib/Pfe5zdi6fadG97LLLBpJ79913n6ZOnWp/X1JSot/+9ren99Xxvg5VNetAZbOWTE9SgD9tvgBOLTstTqtuylBFY4fuWJuj5o5up0OCG+hfdEDFOHxBYIC/LpmWpLxjjTpazwMQAN6jurlDt6/doZbOHv3ylrlKHxllXzf3h//7yUzNHButhzYf0F9yy5wOFcPEbPM1stNI/GHwTj2Q7988/PDDp3z9N7/5zWl8KZzJbCaqNQB8mI9mjFFpTYtWbdivLz+5U7+5NdveCMM3mZafF/LK7QygWWNjnA4HGBbmemndzqPamFeu284b73Q4AHDW2rt69NnHc+wMU7PY7YLJie96f3hwoH77mXm67hev6t51ezV2RJgWToh3LF4Mj1zm++EMcGfoxtUaEcEBOmciP7wBfLgvLZ6kG7OStbWwSt9/dh/zXnyYqRYvqWllMRR8yqL0BIUE+g9UuwKAJ+vt7dOKP+3RrtJ6fe7CCfrk/JRTftzI6FD99rZ5CgkM0Od+l6uDVc3DHiuGV05xnc0TTDlZ/QkMBok/N1TV1GFLeC+akqTQoACnwwHgAUyCZ+V1s3TOhHg9/lqJ1rxa7HRIcMiGPBZDwfeYypcLJifojcO1dv4RAHiyVRsK9dze47pi5ih987KpH/ix00ZH6+efmmPHvdyxdodqW/gZ6K26enq1p6xec1JG0N2D08J3ixvanF8hU6xjqjUAYLCCA/3161uyNCExQj94bt/AyAD4FvP3HhUaqAXjqRiH77X7mo3WWwoqnQ4FAM7Y0zuO6JcvHlTmuFj97OOZ8h/EvHdTMPK9j86wFf/LHs+xbcLwPvuONaq9q1dzafPFaSLx54ZMm0qgv58WT0lyOhQAHiYmPEhrb5uvuPBg3fPULr1V1uB0SBhGZrPznrIGXTw1ySaCAV9iFnyY++MNeTz0AOCZXi2q1rf/+paSR4TZmc2n0/316YWpuuv88copqdM3/ryXsS9eyPzdGtkk/nCauCtwM6ZE+5WiajuY1dzAA8DpSokP1yO3Zqunr093PrZDx9hy6TM2sRgKPiw+MkTZqXHatr+KahcAHudARZM+/0SuwoIDtOa2eUqMCjntz/GtK6dp6fSRembPMf1s436XxAnn7CypkxnfnJkS63Qo8DAk/tzMS/ur1Nndy2wmAGfFbPr66U0ZqmzqsPNezEMF+EbFeHCAvy6c8u7Nf4CvMNdPbV09tmoGADxpxvvta3eorbNHv7o5S5PPcHFDgL+f/ucTmZo1Nkb/u6VIf8ktG/JY4QxTwZlTUmuXekSHUiCE00Piz02Hsl86jcQfgLNzdcYYff2yKSoob9LdT+5Ud0+v0yHBhRrauvTawRqdNylekSGBTocDOKJ/PjLtvgA8halQ/uzjOSqra9P9187U+ZMTznrZ0W8/k60xMaG6d91ee20Az3e0vk0VjR324T5wukj8udmWHjOQenZyjMbEhjkdDgAv8MWLJuqmrGS9WFil//7HPua9eLEXCyvV3dunJbT5woelxkfYaohN+RV20QcAuLPe3j6teHqPdh+p1xcumqhPzE8Zks+bFB2qR2+fp5DAANs+fLCqeUg+L5yT2z/fL43EH04fiT838ubhWjW2d9u5DAAwFPz8/PTD62bp3Inx+t3rJXr01WKnQ4IL23zN3JdLp7MYCr7NtPvWtHRqZ+mJmyQAcFc/2VCo5946ro/MGq2vL50ypJ976qho/eLmuXbcy+1rdqimuWNIPz8cSvylxjkdCjwQiT83bPOlWgPAUDLbXc28mImJEbr/uX0DP2vgPTq6e/RiQaXmjItVUlSo0+EAjupfbsPPOgDu7A9vlupXLx5U5rhY/fRjGfI3a8mH2IXpifr+NTNUWtuqZb/LZfGRB8sprrMLX8zGZ+B0kfhzE6b9zlRrpMaHK31kpNPhAPAyZkv4mtvmKy48WF/5w269VdbgdEgYQtsP1qils0dLZ/DgCJg5NlqjY0LtdRXjDQC4o1cOVOs7f3vbJnH+7zPZCg0KcNnXunlBqj57wXhbMfb1P++17cXwLKZqs6C8UdmpI2w3D3C6SPy5ibePNup4Q7tt8+UfMwBXSIkP1yO3Zqunr093PrZDx+rbnA4JQ6R/kQGjIoATIw7Mv4WSmlbtr2CuFQD3cqCiSV/4fa7CggO05rZ5SogMcfnX/NYV03TZjJH6x55j+tmm/S7/ehhau0vrZfK1LPbAmSLx5yY27DvRjkK1BgBXMhcMqz+WocqmDt2xdoea2rucDglnyTy537ivQpOSIjUhkYpx4J3XUxtPXl8BgDuoaurQ7Wt3qK2zR7++JUuTR0YNy9c1bcT/8/E5donk/9tSpD/nlg3L18XQyCmptW9J/OFMkfhzo2qN+IhgzU3hHzMA17pq9hh9/bIpKihv0t1P7lJ3T6/TIeEs7DpSr+rmDqr9gHeYPz5O0aGBtt0XANyBSfbd9XiOyuratPK6WTpvUsKwfn1TYWjaisfGhulb6/Zq+8HqYf36OHOmTTsk0F8zxsQ4HQo8FIk/N1BS06LCiiZdOm2kAlww1BUA/t0XL5qoj2Una9v+Kn3vH3nMwfKCivElJP6AAUEB/rp4apL2ljUw1gCAW1TnL396t/YcqT9xDTZvnCNxmAVgj942T6GBAfr873JVVMk4BHfX09unXaX1ykiOtQv7gDPBd44bMC1axtIZ3LQBGL4ZWD+0T5vj9cTrpfrtK4edDglncQ5JigqxF4QA3tvuuymfqj8AzvrxC4Va/3a5PjJrtL62dIqjsUwZFaVf3DzXLgUzY19qmjscjQcfbH9Fk13uMZc2X5wFEn9u0uYbFhQw7OXeAHybqYj55c1ZdjbcD5/P1wt5zMLyNOZJ/aGqFlvtZ+b3APiXRemJtjqif/kNADjhqTdL9ettBzUnJVY//ViGW5yvzc/HH1wzU6W1rVr2u1y1d/U4HRLeR05JnX1rNvoCZ4rEn8PMXCYzrPPC9ESXrnEHgFOJCQuyG+XiwoP1H3/Yrb1l9U6HhNPAYijg/UWGBOr8SQl6/VCNGlpZZARg+L18oErf+dvbGhcXpt/cmu1W93ufWpCiZYsm2PlxX/vTHtuODPez82Tij4o/nA0Sfw7bkl9pV3PT5gvAKePiwvWbz2Srt69Pdz6Wo6PMw/IYppIpKiRQ50yIdzoUwC2ZpTfdvX3aWljpdCgAfLBF84tP7FR4cIB9yJoQGSJ3c+/lU3X5jFF6du9xrd643+lwcAqmSGhCYoTiIoKdDgUejMSfG1RrmIUeZgA1ADjFbBRf/bFMVTV16M61O9TUTnWMu6tobNfuI/W6aGoSw56B93HJtJHy8/vXPGUAGA7meur2NTvU1tWjh28xY1Wi5I5M2/HPPp6pjOQY/XxrkZ7OOeJ0SHiHysZ2Halto80XZ407BQe1dnbr5QPVWjA+TrHhZPABOOsjs0frm5dPVUF5k7705C519/Q6HRIGsxiKbb7A+0qMClFWygi9WFjJDCsAw6Kts0d3PX6ig2Ll9bN0rpvPcQ8LDrCdH2Njw/TtdW9pe1G10yHhJNOGbWSR+MNwJP7uuecepaWl2S2Qu3fvHnj9+eef19y5c5WZmamZM2fqscceO9t4fMpL+6vV0d3LTRsAt/H5Cyfo49nj9NL+Kn33mTz19THvxV1t2FehoAA/XTQl0elQALdmlt+Y7ZWvHaxxOhQAXs7MyVv+9G7tOVKvLy2eqI9lj5MnSIoK1aO3zbMLJz//RK5dHgb3WeyRlRrndCjwhcTfjTfeqFdeeUWpqakDr5mbwVtuuUVr1661ycBnn31Wn/vc59TU1OTKeL1yKPsShrIDcBPmAc/9183UeZPi9fs3SvXbVw47HRJOwbRiv3awWudMTFBUaJDT4QBurX/5Tf91FwC4yo9eKND6t8t11ezRWrFkijzJlFFR+uUtc+2DktvXvqma5g6nQ/J5puIvNjxIExIinA4FHi5wMB+0aNGi971BrK8/sQGysbFR8fHxCglxv6Gl7si00G3Or9SMMdG2rBoA3EVQgL9+eXOWbvzVdv3w+XzlHWtUcACTIdxJZVO7unr6qBgHBmF8QoQmJ0XaZThLp1fqnInxbrVZE4B3ePKNUj287ZDmpsRq1U0Zdn6ep7lgcqLuv3amvrXuLX328Rw9+dmF/Lx0iBlPkXesQYsmJ3rk9xI8MPH3fkm/P/7xj7r++usVERGhuro6rVu3TsHBp55Vt3r1anv0a2727fLhN4tr1dDWpTvOG+90KADwHjFhQbbl4xOPvK6/7jrqdDg4hajQQDbCA4N0y8JUO77g9rU7FBLor3MnxtvFahdNSbKbzQHgbJgRKf/197eVEheu39ya7dHJsk/OT1FxTYtNYq740x79v0/MIfHkgL1lDfYhb1Ya8/3gYOKvu7tb999/v032mYrAHTt26KMf/ajeeustJSS8d4Dp8uXL7dEvOTlZvsw8dTa4aQPgrszN8LavX2Q30sH9hAQGsM0XGKTPnJtmRxhsLajSloJKu1xta2GVpDxbDdifBMxOG2GrngFgsArNUrTf71REcIB9aBof6fkdcN+8bKpKa1r13N7jSosP19cvm+p0SD4np6TWvjULqgDHEn9mrt+xY8cG2oDnzZtnk3m7du3SkiVLzjowb2bmI5ptjOPiwjR1lHuudgcAIzDAX1HcBAPwApOSouzx2UUT1NjepVcPVNskoEkAPvzSIXtEhQTqgvQELZ5yIhFotgIDwAeN3rhj7Q77kPTxO+drUlKkvIGp8Fv9sUwda3hdv9h6UKnxER6zqMRb5BbXKdDfTxnjYp0OBb6c+Bs3bpyOHz+u/Px8TZs2TUVFRTp48KCmTPGsIaZOMPOyzHr3O88fb1umAQAAMHyiQ4N0xazR9jBbOM212dbCSpsINIP5n3/rxCKQ2ckxNgm4eGqSZo+Nod0NwIC2zh599rEce1/3kxtn69yJ7+1682RhwQH6v1uzde0vXtW3172l5NgwnTvJu/4b3blQKLe0TjPGxnh02zg8LPFntvU+99xzKi8v12WXXaaoqCib6HvkkUf0sY99TP7+/urt7dXPf/5zpaSkuD5qD2eq/QyGsgMAADjLJPNmJcfY455LJqu6ucPO6zJJQPP2obIDemjzASVEBuvCdJMETLQD8M0sVAC+yTww+I8/7tKesgbdvXiSbvLSajhT9bzm9nm64Zfb9bkncvXXL55rK6fhWgerWlTf2qUb5tLmi6Hh12fSyQ4wbcFlZWXyRVc89LIqGtv15rcvsW10AAAAcD/dPb3aWVpvk4AvFlaqoLzJvh7g76fs1BG2EtDMBzRzAuniAHzHyufz9chLh3R1xhg99PFMr68GfuVAtW5b86ZGxYTqb186TwleMMfQnT2944i+8Ze9+uXNc3XlrNFOhwMP8GH5tTNu9cWZOVLbqvzjjboxK5mkHwAAgBsz12rzx8fZ494rptqWPpMA3FpQqVeLavTG4Vo9uL5AY2PDbCWgSQKeMyHBtsgB8E6/f6PEJv2yUkfYFl9vT/oZ509O0P3XztS9697SZx/P0VOfXUgL6nAs9kil4g9Dg8TfMNtAmy8AAIBHMgm+mxek2qO9q8cm/kwS0FQEPvF6qT1CAv11zsR4OxvQJALNhnQA3mHb/ird9/c8pcSF65FPZ/lU8usT81NUXNOqX287qBVP79H/++Qcn0h6OiG3pE7JI8I0MjrU6VDgJUj8DbMNeeUKDfK3s2EAAADgmcwN/4Xpifb47tXTdai6xSYBzZKQV4uq9WJhlb77TJ4mJkbYBKBpC85OjVNwIB0fgCcqLG/Sl36/U5EhgXbuXbwPtrt+47IpKq1t0XNvHVdqfLi+cflUp0PyOnUtnXbG37WZY5wOBV6ExN8wqm3p1I7iWl06bSQtIAAAAF7CzPebmBhpj7sumKCm9i6b/NtaUGUTgb95+bA9TMLggskJNgl40ZREJUVRzQF4gsqmdt2xdoc6unv0+B0L7L91X2Qq/FZ/LFPH6l/XL188aJN/H5/Hcs+htLO0zr7NSotzOhR4ERJ/w2hzfoV6+6SlM0Y5HQoAAABcJCo0SJfPHG0Ps0cv71jjiZbgwkr9M69c698utx83a2yMFk9JtInAjORY2uYAN9TW2aO7HsuxMz5X3ZRhW/l9vdr5N7dm67pfvqr//OvbSh4RrvMmJTgdltfIKTmZ+Ethvh+GDlt9h9Gyx3O0Kb9Cud9ZohERwU6HAwAAAAc6QLbtNwtCquy8sIa2Lvt6fESwbRs2ScBFkxMVEx7kdKiAz+vp7dMXf5+rF/Iq9OWLJ2nF0ilOh+Q2DlQ06fpfbbe/XveFczV5ZJTTIXmFj/36Ne073qg9311qN8gDg8FWXzd6UvTSgSrNS4sj6QcAAOCj4iKCdd2cZHt09/Rq15H6gQUh63YdtYe52TPVHiYJaLYFTxkZZduJAQyvB9fn26TfRzPGaPmSdKfDcSsm0ferm7N025o3dfvaHfrrF89TYpTvzT0cSp3dvdpTVm83yZP0w1Ai8TdMXj5QpfauXtp8AQAAYAUG+NuHwuYwQ/KPN7TZSkCTBDQzAt8srtWP/llgtwmbmYBmU/C5k+IVHswlPOBqT7xeYmdzZqeO0I9vnE3y/RTOn5ygH143U9/8y1v67OM5+sOyhT616Xio5R1rUEd3r7JSafPF0OKqYZhs2Fdh3y6dPtLpUAAAAOCGRseE6VMLUuxhlgi8cajWLgcxFYG/f6PUHmYr8MIJ8bp4SqIunjpSKfHhTocNeB3Thm+2cpvlFY/cmk0y6wOY5R7FNa361YsHtfzp3fr5J+cyr/QM5fbP9yPxhyFG4m8YmDYOs9hj2uhojYvj4gwAAAAfLCQwQIvSE+3x3atn6FBVs7YWVtkk4GsHq/XS/ip97x/7NCExQhdPMS3BSbZy0CQGAZy5gvJGfen3O+0W7kdvm2fb8/HBvr50ikprWvXcW8f147hC3XvFVKdD8tjEn8mZzmGxB4YYib9h2sxT19qlW89JczoUAAAAeKAJiZH2uPP88Wru6LatwCYJaCoC/++Vw/YwiYrzJyXYuYCmLTgpOtTpsAGPUtnYrjvW7LAVt7+7c4EmJkY6HZJHMBV+P/1Yho41tOnX2w4qLT5cn5if4nRYHsXsXDV5g6mjou3PcmAo8R01DDbknWzznUGbLwAAAM6OuSm8bMYoe5ibRbMB8kQSsEob9pXrn3nl9uNmjInWxXZBSJIykmMZFg98gNbObt35WI6ONbTrpzdl2JZ6DJ5ph/7Nrdm69hev6j//9raSR4TbGYAYnLK6NlU1dehydgLABUj8uZi5GNuYX26HMk8fHe10OAAAAPAiZuHAjDEx9rj74smqa+nUSwdOLAgxc8r+35Yie5h2xQvTE20ScNHkBMWG074I9Ovp7dNX/rBbbx1t0D2XTNYNWclOh+SREiJDtPb2ebrul9v1hSdy9Zcvnqv0kVFOh+VR8/2y02jzxdAj8ediBeVNOlLbptvOTWMTFAAAAFxqRESwrskcaw+TzNh9pM4mAc224L/uOmoPU/hnhsdfNCXJVgROHRXFdSp82gPP52vjvgpdkzlGX710stPheLRJSVH69S1Z+syjb+r2NTv0ty+dp8SoEKfDcns5JbX27Vzm+8EFSPy5GG2+AAAAcIJp7c1KjbPH1y+bqvKG9oEtwa8UVWtHcZ1+8kKhRseEDiQBz50YrwjmS8GH/O71Ejsjc17aCP3ohtkkwYfAeZMStPK6WfrGX/bqrsdz9IfPLlRYMJuRP0hOcZ1GRocoeUSY06HAC3FWdzEzZyUmLEjz0+KcDgUAAAA+bFRMqD45P8UeZnnBjsMnqwELK/XUm6X2CA7w14IJcSdmA05JUlpChNNhAy5jvve/+/e37TKKhz+dbefUYWh8bN44Fde06JcvHtTyp3frF5+aa5eA4L2a2rtUWNGkK2aOIvEMlyDx50Jlda3KO9ao6+eOVWCAv9PhAAAAAFZIYIAdvG+O+66ersPVLQNbgt84VKuXD1Trv/+xTxMSIgaqAeePj1NwINe08A75xxt19+93KjosSI/eNs/OwcTQ+trSKSqpbdVze4/rRy8U6FtXTHM6JLe0q7RefX1mBAPFQnANEn8uZOZEGEuns5kHAAAA7mt8QoTGnz9ed5w/Xi0d3Xq1qNpuCTbJwEdfPWyPiOAA28JnkoAmGWgqCAFPVNHYrjvW7lBnT69N+k1IjHQ6JK9kKvzMhuRj9W16eNshpcVH2IpjnHqxh5m9CrgCiT8Xz/cLCfTXonTWmAMAAMAzmBl/S2eMskdfX59dVndiQUilNuVXaMPJh9vTR0efaAmemqjMcSPsTEHA3bV2duvOx3boeEO7fvbxDC2YEO90SF7NtE//5tZsXffLV/Wdv71tZ9hdMDnR6bDcLvEXGuSvGWOinQ4FXsqvz5zNHZCcnKyysjJ5q/rWTmXdv8nORvm/z2Q7HQ4AAAAwJNe42/ZX6cVCc1SqrrXLvj4iPEgXpidq8dQk+zY2nLZJuB+z6frzT+TazqyvXDJZX12S7nRIPqOosknX/3K7bWn98xfO1ZRRUU6H5Dbfk7O/94Jmjo3RHz93jtPhwEN9WH6Nij8XMU9FzT/ipdPZ5gsAAADvYBJ612SOtYe51t19pN4mAM217992H7OHKfybmzLCJgHNQ/Bpo6MYWA+3sPL5fJv0u27OWP3HpZOdDsenTEqK0q9vydKtj75p26z/+qVzlRTFuICC8ka1dPbQ5guXGlTi75577tEzzzyjkpIS7dq1S5mZmaqpqdEll1wy8DGtra06dOiQKisrFRfHUErT5msuei6ZluR0KAAAAMCQM6295mbVHCuWTrFz0/qTgK8cqFZOSZ1+8kKhRkWH2nZgMxfw/EkJtpUYGG6/e61Yv33lsOanxenBG2aRjHbAuZMStPL6WfrGn/fqs4/l6A/LzlFYsG9vUu6f75edRuIPrjOos+6NN96ob3zjGzr//PMHXouPj9fu3bsHfr9q1Spt27aNpJ+k9q4e2wKRnRqn+MgQp8MBAAAAXG5kdKg+Pi/FHp3dvdpRXHtiNmBhpZ5684g9ggP8tWBC3MCmYLNUBHA1M5/yu8/k2e+3hz+dZbdawxkfyx6nkpoW/WLrQX31j7v1y5vn2iUgvp74M1XSgKOJv0WLFn3ox/z2t7/VAw88MBQxeTzzhLOtq0dLZ9DmCwAAAN8THOhvNwCb47+umm5v9E3yZUthlV4/VKOXD1TrB8/uU1p8uD59TppuPSdVQQH+TocNL7TvWKPufnKnosOC7AbfERHMn3TaiiVTVFLTqmf3HteP/lmgb105Tb4qp7hOk5IimYsKlxqSOvvt27errq5OV1111ft+zOrVq+3Rr7m5Wd7qaH2b3cqzhPl+AAAAgFLjI3TbeePtYbaqbi+q0ZbCSjtvzSQAn3yjRPddPcMuBgGGimk/Nxt8u3r6tOb2bCpM3YSp8Ft1U4bdrPzwS4fsz4dPLUiRrylvaLe5g49nj3M6FHi509rqm5aWpr/97W92xt873Xnnnbb198c//vGgv7C3b/U17b5mdTkAAACA979mfnjbIf1qW5Hau3p16bQkfecj05VGggZnqaWjWx97+DXlHWvU/3w8U9fOGet0SPg3Nc0duu6X223ya81t87TIxxL/z+09ri89uVM/vnG2bYEGztSH5dfOup7eVO49/fTTuuOOO872U3kVkn4AAADAh18zf+XSydq84iJ9ZPZobcqv1NKfvWTb/0ziBjgTZuP0V/6wyyb9zPZekn7uyczDN+3XEcEB+uLvd6qwvEm+ON+Pjb5wtbNO/P3xj39URkaGpk6dOjQRAQAAAPApY2PD9ItPzdUfli3UxKRI/erFg1q86kX9dVeZTqNBCbB++Fy+TSJfN2esvnLJZKfDwQcw8+1+/eksW/17x9odqmxql6/ILalVXESwJlDhDHdI/H3uc58bKB287LLLNGnSpHct9TCtvgAAAABwNhZOiNezXz5f9187U509vfrqH/fohl9t196yeqdDg4d4/LViPfrqYc0fH6cHb5glPz/f3RjrKc6dmKAHrp9lW37veixHbZ098nbmv9FUpJptvnyPwq1m/A0lb5/xBwAAAODM1bd26mcb9+uJN0rV29enm7KS9fXLpioxKsTp0OCmzOZos8zDLItY94Vz2eDrYVa9UKifby3SZTNG6lc3Z9klIN7KbDf/xCOv65uXT9UXLprodDjwcC6f8QcAAAAAQy02PFj/fc1MPX/PBTpnQryezinTxate1P+9fEid3b1Ohwc3k3esQXc/uVMxYUF2UQRJP8+zfEm6rs4YoxfyKvTgPwvkC/P9stOY7wfXI/EHAAAAwG1NGRWl39+1QL+6ea6iw4J0/3P5uvyhl/RiYaXTocFNlDe06861Oerq6dMjt2azFdpDmQq/n9w42y67eOSlQ/r9GyXy5sRfUICfZo2NcToU+AASfwAAAADcmpmBdcWs0dq84kJbFXSsvk23rdmhO9fuUHF1i9PhwUFm+7Np7y1vbNdPbpqteWlxToeEs9z0/cins5QSF677/p6nbfur5G16e/ts4m/m2Bj73wu4Gok/AAAAAB7B3CTfc8lkbVlxkW0J3FxQqaU/e0kPri9Qc0e30+FhmPX09ukrf9hllyR89dJ0XZM51umQMATiI0O05vZ5igwJ1Jd+v1MF5Y3yJoeqm9XQ1qWsFNp8MTxI/AEAAADwKGNiw/T/PjlHf1y2UBOTIvXrbQft/L+/5JbZahr4hvuf26dN+ZW6fs5Y3XPJJKfDwRCamBipX9+SpY7uHt2xZocqG9vlLXKKme+H4UXiDwAAAIBHWjAhXs9++Xz98LqZ6urp1Yo/7dENv96uPUfqnQ4NLrb21cNa82qxFoyP0wM3zLLt4PAu50yM1wPXz9axhnbd9XiOWju7vWqxx9xUEn8YHiT+AAAAAHisAH8/3bwgVS9+bbFuOzdNe8sadM0vXtXX/7RHlU3eUyWEf9lSUKHvP7tPExIi9PCnsxQSyJw0b3VjVrLuuXiS/Xf9H3/Ybdu7vSHxZ2YYJkWFOh0KfASJPwAAAAAeLyY8SN/76Aw9f88FOm9SvP6UW6aLV23TIy8dVGd3r9PhYYjkHWvQ3U/uUkxYkB69bZ5iw4OdDgku9tUl6fpoxhht2FehB9fny5PVtnTqUHWLsqn2wzAi8QcAAADAa0wZFaUn7lxg54PFhgdp5fMFuvx/XtLWwkqnQ8NZKm9o1x1rd6i7p0+P3JqttIQIp0PCMDBt3D++cbZNlv3m5cP63esl8lS0+cIJJP4AAAAAeF2i4PKZo7Rp+YX62tJ0HW9o1+1rdtik0eHqFqfDwxlo6ei2f38VjR36yU2zNS8tzumQMMwbvU2yNzU+XN97Jk8vemgiP6ek1r5lsQeGE4k/AAAAAF6bLLj74sna8rULbavgloJKLf3ZNj2wPl/NHd6xKMAXmLluX35ql/Ydb9SKJem6JnOs0yHBAXERwba9OzIk0LZ75x9vlKfZWVKnqJBATU6KcjoU+BASfwAAAAC82uiYMP3vJ+fo6c+dY2+4H952SItXvag/55ap1wuWBXi7Hzy7zyZtb5ibrLsvnuR0OHDQxMRIu9Clo7tHd67docpGz1ngY2LeU9agOakj7FIiYLiQ+AMAAADgE+aPj9M/vny+Vl43y1aRfe1Pe3Tdr7Zr95F6p0PD+1jz6mGt3V6shRPi9MD1s2wbN3zbwgnxevD62TrW0K47H8tRa6dnVO/mHWu0i4ayUmjzxfAi8QcAAADAZ5hKm08tSNHWFRfp9vPS9PbRBl37i1dtErCyyXOqh3zB5vwKW+03ITHCLmsJDuT2FSfckJWsey6ZrLeONugrf9htE/nuLrf4xGIP5vthuPGTEwAAAIDPiQkP0nevnqF/fuUCnT8pwbb9Xrxqmx7edtBW5cBZJiFr5vrFhgdrzW3z7Fvgnb566WRdkzlGG/dVaOXz+fKEjb6mwzdzXKzTocDHkPgDAAAA4LMmj4zS7+6cb+eGjYgI0gPrC3TZ/7ykrQWeuTXUGxxvaNOdj+1Qd2+fHvl0llLjI5wOCW7ItH3/6Aaz4XmEfvvKYf3utWK5q76+PuWU1Gna6GhFhAQ6HQ58DIk/AAAAAPL1BMJlM0Zp41cv1Ncvm6LyhnbdvnaHbl/zpg5VNTsdnk8x25bvWJujisYOrbopQ9lpcU6HBDff3P3wp7OVFh+u7z6Tp62F7pmwL61tVXVzh7JTafPF8CPxBwAAAAAnkwhfWjxJW752oW0h3FpYZav/TBthU3uX0+F5ve6eXn35yZ3KP96ory1N10czxjgdEjxAXESwHr1tnqLDgnT373dq37FGuWObrzGXxB8cQOIPAAAAAN5hdEyYHvrEHP358+doyqgoPfLSIS1etU1/yjmiXg9YIuCpzCIPk2y9MSvZJmCBwZqQGKmHb8lSZ0+vbROvaHSvRT2mzdegghVOIPEHAAAAAKdgbtL//qXz9eD1s+yMrq//ea+u+9V27So9cROPobPm1cN67LUSnTMhXiuvm2Xbr4HTsWBCvH5842wdb2i3yb/Wzm65i50ldRoVHaoxMaFOhwIfROIPAAAAAN5HgL+fPjE/RVu+dpHuOG+88o426Lpfbtfyp3er0s2qijzVpn0V+v6z+zQhMUK/viVLwYHcpuLMXDcnWV+5ZLLePtqoe57arR43qNBtaOtSYUWTstJGkNCGIwb1E/Wee+5RWlqa/SbdvXv3wOsdHR26++67NXnyZM2aNUu33HKLK2MFAAAAAEfEhAXpvqun65//cYEumJygdTuPavGqF/XrbQfV0d3jdHge6+2jDfryU7s0IjxYa2+br5jwIKdDgof7j0sn67o5Y7Upv0I/fC7f6XC0+0i9+vrEYg+4d+Lvxhtv1CuvvKLU1NR3vX7vvffaZOD+/fv11ltvadWqVa6KEwAAAAAcNykpSo/fMV+PfDpL8ZEhenB9gS772UvaUlDhdGge51h9m+5Yu0M9fX36za1ZSokPdzokeAGTo3jwhlmanxanR189rMdfK3Y0ntziWvs2i8QfHBI4mA9atGjRe15raWnRb3/7W5WVlQ2Uq44aNWroIwQAAAAAN2Luf5bOGKVF6Yn67SuH9YutRbpjbY4umpKo/7pquiYmRjodottr7ui2Sb/Kpg79v0/OUVYqSw8wdEICA/Twp7N0/a+263vP5GnciHAtnprkSCy5pXUKCwrQtNHRjnx94IyHJxw8eFBxcXFauXKlsrOzdcEFF2jz5s3v+/GrV69WcnLywNHc3HymXxoAAAAAHBcaFGC3z25ZcZFtLXyxsMpW//3wuX1qbO9yOjy31d3Tqy8/uVMF5U36+mVTdHXGGKdDghcaERGsR2+bp+iwIN395E7tO9boyPf6rtJ6ZYyLUVAAsyvhjDP+zuvu7lZJSYmmT5+unJwc/e///q8+/vGPq6Li1CXuy5cvt9WB/UdkJE/BAAAAAHi+UTGh+tnHM/WXL5xjq3p+8/JhXbzqRT2944h63WC5gDsx25HNIo+thVW6KStZX7xootMhwYuNT4jQI5/OVldPn60wLW8Y3oU8Jrnd2tmjbCpa4YmJv5SUFPn7++vmm2+2v58zZ47Gjx9vZ/0BAAAAgK8x7ap//9J5+tENs+ww/2/8Za+u++Wr2lla53RobmPNq8V6/LUSnTMhXj+8bhZbTuFy88fH6cc3zlZ5Y7vufGyHWjq6h+1r55ac+LfPfD94ZOIvISFBl1xyiV544QX7+8OHD9tj2rRpQxkfAAAAAHgMf38/fXxeirZ87SLdef7/b+9OoKuq7j2O/5hCGkYTCALBpCHMBAJJeAjKWASHBZRBXlcRpFhRizjU1uFZfRXUruIDXVaKWkaVoSrggE9QEBD0CZGADBGBlTAmIQKZMIlJOG/t05KiTULQkHv24ftZ6+q9B7h3/3POPeef/9nDT7XneK5GzflE9y/foczcmu1t5DVr92Ro+uq9atu8geaOj1dQXYY+omaM7NHaXe3XfB/vWZas0hrqiZv0z8Jfz6so/CFwqnSmnTJlijsvnxmiO3ToUMXExLjb586dq5kzZyo2NlYjR47Uiy++qNatW1/qNgMAAACApzX5ST13oY/3773WXQRkRfIxd/jvXzccVFFJqS43u47m6J5lOxQaEqQFt/ZSk5B6gW4SLjP3DG7nzsX5YcoJzVi9t0Y+c/uh02oX3pDjHQFVyzGTLATAuUIiAAAAAPiZ+ZVrXcoJt7fboZPfKCosRI/e2FmDO4VfFkNdj2cXaOQLW5RdUKylv+7NsEcEjCm63zJvq7amntIfh3fRxD5Rl+yz0nMKdPXT6/WLXm309Khul+xzgIgL1NfoWw0AAAAAl5Ap7v2scwutva+fHhzWUSfyinTb4iRNXLBNB07ky8/yi0rcRRVMzLNu7k7RDwFVv24dvTg+3l3044/v7NH6L8tfnLR65/djYQ8EFoU/AAAAAKihosOdA9rqowcGaFSP1tr0VZaGPbtJM97dq9zCYvlNSelZTV2y3V3Z9HdDO+imbq0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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T10:52:11.710319Z",
     "start_time": "2025-01-06T10:52:11.528174Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) \n",
    "plt.plot(x,y)\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simkai.ttf',size=18) #找到c下边那个文件夹看属性\n",
    "\n",
    "plt.xlabel('时间',fontproperties=my_font)\n",
    "plt.ylabel(\"次数\",fontproperties=my_font)\n",
    "\n",
    "plt.title('每分钟跳动次数',color='black',fontproperties=my_font)\n",
    "\n",
    "plt.show()"
   ],
   "id": "2fa867e1dc9f4277",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 57
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 一图多线",
   "id": "d7a1c6966d60d793"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T10:52:15.243297Z",
     "start_time": "2025-01-06T10:52:15.041220Z"
    }
   },
   "cell_type": "code",
   "source": [
    "p1=[1,5,7,13,16,21,25,37,45,56,72]\n",
    "p2=[1,3,8,13,17,22,27,33,47,53,67]\n",
    "\n",
    "q=[1,10,20,30,40,50,60,70,80,90,100]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(q,p1,color='blue',alpha=0.6,linestyle='-.',linewidth=3,label='伊优')\n",
    "plt.plot(q,p2,color='red',alpha=0.6,linestyle='-',linewidth=3,label='小火猴')\n",
    "qtick_labels=['{}级'.format(i) for i in q]\n",
    "plt.xticks(q,qtick_labels,fontproperties=my_font)\n",
    "plt.grid(alpha=0.4)\n",
    "plt.legend( prop=my_font, loc='upper left' )\n",
    "plt.title('技能学习时刻表',color='black',fontproperties=my_font)#x.title和x.xlabel区别之一是位置不同。标题在正上方.\n",
    "# plt.xlabel( ' 技能学习时刻表 ', fontproperties=my_font )\n",
    "plt.show()\n",
    "#可能会遇到的一个报错是说x and y must have same first dimension,意思是要xy的维度一样"
   ],
   "id": "ca655406a4ea8145",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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XX9/7h8X7xdw2f7QNYrOystSzZ0/nFwEc+BrYZtResFTeX+C2uXIo1ip2NqC3X4RtjWyT5H1dxz/96U/OXw4PPvig8xf3G2+8sfcfNLYZq/3wPuWUU5zrtnGv/fJma4vIsX+c2i/Gf/vb35zLmWeeuc/reP3112vu3Ln63//+5/zj1P5h6v0SZb+c2ebZ9ou2rXFycrITbrz11ls19A79bdy4cRo9erSzYbJtTByKdYx99nPOC21s4/CHH35YAwcOdMIc+4eMfa35uRofLOR79dVXnc9/97vf6dprr3UGbBxzzDHOGrGO8emhhx5yBgTYehp+rsa+d999V61bt3a+P2wAhP0bwP5D5eOPP3YG3rCGsc+GaBhbs9JD6GzYhv39yDr699/75AJlUekXQWeffbbzh+FXv/qV80v3ypUrnR8O9rn9z4D9AWzevLmSkpKcX8gtLV6zZk1tn7YveFOWUlNTy9xmf2Fv2bIl7BhrFRusEsX+p+2ZZ55xJhHu6zpefvnlTvXCDTfcoFtvvdX5HzebznTcccc5/0Nkv5zZSHWrgrBfvI899lhn3RE59n1jo+vte8V+kTL7uo6DBw/Wjh07NGLECOd/2+x70CpbLEC0X9BsMnBiYqLzZ8R+2bK/cG26JQ7MqlWrNHz4cF155ZXO5f/bO9OQKr4wjF/LspWwfcfMwNCCVmwhpEWJUoIiC0rSiKLNQKIyyiAK+lSpFRUZUllohFiUJiZ9KEvbS0iLaCVooUiy/BAnnvfPTDPX6f5Lr96Z6fnB1G1mmnKee8553/e857zeUEf7g/eJ4A6q00VEROjnESxC1iYCPexXncGmTZvk9+zsbGlDwcHBkm0AJxK2CRxOQB2d1cfCiczIyBCNAPtV+wO7HwEcVM9G5VfoWFZWJjoiGEAN7Q/GRGTkpaeniw83efJkT1VVlWfdunXSt0ILTIoA6ugc/rTtMS7QFGb6+RGUhY6OjvZkZWVJ1gTSSvElQueCVFEssdi8ebN0MpiVx/m0tLRA/7ddgWZMIW3bGzR87/Lc1CrwlJSUSAbCwoULPcuWLWuWjqWlpeK4IM0aOmKghUMDoCMcneTkZAlGwWhDxoR2nfgHOI9oT3BIEXzIycn5ax0xoEZGRopm+PvIAI2Li5NrOLdx40YJTmGAhY5I/7dK2Sd/DrTBUgVkoKDtWEEd7U9YWJhn27ZtpoAfSElJkeVL6CPZr9qfuro6WSoG53Ht2rVic2hbKSDrr6amRs9coI7OAY4/tNECtoD9qr2B3Z+ZmSl9KJbUI5sH9iqC5pWVleIfUEP7g/EP2Vno05Bli8w/TG5i2S8Cdsjioo7O4081Y1ygKcz08yOdO3cWo+n06dOyPxlA1BhfjoKCAvmiIEKM9NBp06ZJ9BhGGGk5mKnGbAsyjrzB+8c+KkaoVWDB7Alm4dDB5ubm6uexfxGAjnBmjUAb7FFkBJogcIGBFksxNB1hoOHaokWLxOmB8QY9kflA/A+WjGH/G+yHgSMvL0/XMTY29n/bI4yzOXPmyKCqLTGFjjC4cSCwmJCQ4ElNTRWDC7qivZPmg2X1FRUVMjvd2NgoB4ARCz58+ODp1auXfKaOzgPvFUYvDFn2q/YHGXlg5syZTa6hrYChQ4fK79TRGcCxxFgYHx8vGUAaxvbIftV+YC82BArg0CNrSwMBeBwI/sH5B9TQ3qCtYak2MpoxaYKtaDDJgQlq7Tqgju7z9xkXsMCiuAfxga/qvUaqqqqkrHt5eblU7TJWACotLZVnXLt2rZX/t/+WBtHR0XrVSSNRUVFy7XdQq7YFlQaHDRum+vfvr16+fGm69u7dOxUUFKQyMzMtz6P8uhUon45KT6gOfPfuXammVV1drV/fsmWLCg0NlWqGpGWg2llGRoaqrKy0rIg1duxYKXffo0cPaatGtPNz5861fDaqZ125ckXaIyquxcXFmSpSHj58WLVv3169ePGiFX6yfwv0lejbfB1LliyhjjYH7zIlJaXJ+VevXomGS5cuZb/qANAWoJdVRcCjR4/KtTNnzlBHB6HZj9DNCMdHe4M2CN3gG3iD6vaDBg2ihg5k3759ouuBAwf0c9TR3f4+4wJmGPTz0xcQZbyPHz+u1q9fL47v6tWr1adPn6Tk84wZM8ToAu/fvxeneNKkSSohIUHV19cH4KdwpwYwhGH4Go1ZlN7Gvenp6fo5ahXYgF9kZKTq1q2bunXrluU96KCHDBmiPn/+rJ/buXOn6Hj+/HnTszB4Jycnq7CwMLV//34ZqNPS0kxOETpvPA+ODjpx0jJg7OB9TpgwQX3//l0/f+fOHWl/eP9aO4XORqPnxIkTomN2drYpiHjkyBEZWBEM3r59u/r27Zvau3evyRB7+vSpioiIUBMnTlQrVqyQdkyaD9pfWVlZk2P06NFy4HNNTQ11tDl79uwRLeCAaKAfTEpKkvOFhYVyjv2q/Rk5cqQaP368vG8N2CM4Bwf069ev1NFBpKamqg4dOljajuxX7UtRUZHosHLlStP5CxcuqHbt2ql58+bJn6mhc0B/2adPHzVu3Dj148cP0zXq6F5/n3EBMwz6+THTb8eOHdLQNeP7+vXratasWbpxVlFRIbNE+fn5YnxNnTpVjDzMEpCWa4DGOGDAADVw4EB16tQp6bT79eununbtqp48eWK6l1oFBrxTaAdHBPoYj8uXL8s9V69elRky3Asja9euXWI4jxo1SjU2NurP+vLli5o/f75o8/z5czmXlZWl1qxZI58xsGO2Dddv376tXr9+rXr37q0SExPlM2k+Z8+elYEUjiIMnt27d4tBBedRe7e1tbXS9tBuzp07pw4ePCiGFdrox48fTYPtqlWrJNB0//59OYf7FyxYoBtL+PdiYmIkEIVBdsSIEfL9ePz4cYDegHtBUME4M0od7Q0M08GDB4tGyPjbsGGD9JXoZ+Gcag4O+1X7c+nSJdEEQT70q8guGDNmjGiZk5Mj91BH5wBbFDpZwX7VvmAyE7qg3YWHh6v4+HixdfDnkJAQ9ejRI7mPGjoHBHMQsDUGfzSoo3v9fcYFzDDo10rLe/FFO3TokHwxkBlz8eJFVVBQoBoaGvR73rx5I8Y6noeocW5urilzhvy9Bg8ePNAHZxxo3DCMfUGt2oa3b9/6XEpoDDQgTR5BJO0aHJ+6ujqfz0emGWZlAJYpnTx5UjpvaKqBgbhjx47iJMEhKikpacWf2P0O6pQpU8Q4wnKX5cuXy5JCI3BQkWWi6Th8+HB148YNn8999uyZysvLk88wpJCphAwWbaZNa+fIfIERh2UVuMd79pb4J+gHqKO9QYbC4sWLVc+ePVWXLl0kCxeOi/e7ZL9qf7BtAoK1ffv2VZ06dZJlSMeOHTPdQx3tz71790SbrVu3/vYe9qv2BUvmkemHiczg4GDVvXt3FRsba8qoBtTQ/jx8+FA0/N32B4A6utffZ1zgF0H4xWqvP9I2oLoPChmgCgw2VJ49e7ZsJklatnnyzZs3PfX19VKi3apcd3OgVm1LQ0ODVN7CO46JiZENVP1BdXW1p7i42BMaGiqbtU6fPt0vzyXWoDAEdES7RHsMCQnxy3Nra2s9+fn5srFyVFSUVL3013eENIU6ugP2q+6AOroD9qvOhxq6A+roXn+fcYH/YNCPEEIIIYQQQgghhBCX8asWOSGEEEIIIYQQQgghxBUw6EcIIYQQQgghhBBCiMtg0I8QQgghhBBCCCGEEJfBoB8hhBBCCCGEEEIIIS6DQT9CCCGEEEIIIYQQQlwGg36EEEIIIYQQQgghhLgMBv0IIYQQQgghhBBCCHEZDPoRQgghhBBCCCGEEOJxFz8BgTx3b9DVayoAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 58
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### 一图多子图",
   "id": "f7fe5c9e4c33cfa6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T10:52:19.146615Z",
     "start_time": "2025-01-06T10:52:18.787646Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "\n",
    "x  =  np.arange(1,  100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)#创建子图\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1] \n",
    "ax3=axes[1,0] \n",
    "ax4=axes[1,1]\n",
    "\n",
    "ax1.plot(x, x) \n",
    "ax2.plot(x, -x) \n",
    "ax3.plot(x, x**2)\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) \n",
    "ax4.plot(x, np.log(x)) \n",
    "plt.show()"
   ],
   "id": "8229d8a4e3f79e1e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 59
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T10:52:23.112595Z",
     "start_time": "2025-01-06T10:52:22.679737Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) \n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "\n",
    "ax3=fig.add_subplot(2,2,2)#add_subplot（行数，列数，第几个子图）\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x)) \n",
    "\n",
    "ax2=fig.add_subplot(2,2,4)\n",
    "ax2.plot(x, -x) \n",
    "plt.show()"
   ],
   "id": "6b5e87e759d44cf8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 60
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "#### 散点图",
   "id": "1d385a21e454f1ed"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T10:52:26.229474Z",
     "start_time": "2025-01-06T10:52:26.036329Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range( 1, 32 )#x和y相对应\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3月份' )\n",
    "_xticks_labels = ['3月{}日'.format( i ) for i in x]\n",
    "\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "plt.grid( alpha=0.4 )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )#prop是字体属性\n",
    "plt.show()"
   ],
   "id": "d4f530eb6f549eac",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 61
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:09:32.660851Z",
     "start_time": "2025-01-06T11:09:32.406717Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) # 设置画布大小\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3  条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r') # 绘制条形图\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45) # 设置x轴的标签\n",
    "for rect in rects:\n",
    "    height = rect.get_height() # 获取条形的高度\n",
    "    plt.text(rect.get_x()+rect.get_width()/2,height+0.5,'%.2f'%height,ha='center',va='bottom',fontproperties=my_font) # 设置条形的数值\n",
    "#rect.get_x()+rect.get_width()/2是获取条形的中心点的横坐标\n",
    "plt.show()"
   ],
   "id": "6078b67709201d5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 62
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:18:05.085418Z",
     "start_time": "2025-01-06T11:18:05.056171Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131,   98,    125,   131,   124,   139,   131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "119,   128,   121,   142,   127,   130,   124, 101, 110, 116, 117, 110, 128, 128, 115,   99,\n",
    "136,   126,   134,   95,    138,   117,   111,78, 132, 124, 113, 150, 110, 117,  86,    95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101,   99, 136,123,\n",
    "117,   119,   105,   137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120,  107,   129, 116,\n",
    "108,   132,   103,   136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121,  112,   139, 125,\n",
    "138,   109,   132,   134,156, 106, 117, 127, 144, 139, 139, 119, 140,   83,    110,   102,123,\n",
    "107,   143,   115,   136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,  114,   122, 109,\n",
    "106,   123,   116,   131,   127, 115, 118, 112, 135,115,   146,   137,   116,   103,   144,   83,    123,\n",
    "111,   110,   111,   100,   154,136, 100, 118, 119, 133,   134,   106,   129,   126,   110,   111,   109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130,   141, 117, 106, 114, 121, 114, 133, 137,    92,121,    112,   146,   97,    137, 105,  98,\n",
    "117,   112,   81,    97, 139, 113,134, 106, 144, 110, 137,  137,   111,   104,   117, 100, 111,\n",
    "101,   110,105, 129, 137, 112, 120, 113, 133, 112,    83,    94,    146,   133,   101,131, 116,\n",
    "111,   84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "# 创建画布\n",
    "\n"
   ],
   "id": "96c924f37f7620bc",
   "outputs": [],
   "execution_count": 63
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:18:28.437723Z",
     "start_time": "2025-01-06T11:18:27.871448Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "print(max(time),min(time))\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "\n",
    "# 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "plt.yticks(range(0, 20, 1))\n",
    "\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "8edab7a505883441",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 64
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:26:24.157801Z",
     "start_time": "2025-01-06T11:26:23.982808Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# plt.pie(size, labels=label_list, colors=color, explode=explode, autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=50, pctdistance=0.7)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "9a79c74c10d6de19",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 70
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:35:30.849914Z",
     "start_time": "2025-01-06T11:35:29.556335Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 配置中文字体\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 数据\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"#FF6347\", \"#3CB371\", \"#1E90FF\"]   # 各部分颜色\n",
    "explode = [0, 0.1, 0]  # 第二部分稍微突出显示\n",
    "\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(10, 8), dpi=100)  # 设置图像大小\n",
    "patches, l_text, p_text = plt.pie(\n",
    "    size, \n",
    "    explode=explode, \n",
    "    colors=color, \n",
    "    labels=label_list,\n",
    "    labeldistance=1.1,  # 标签距离中心的距离\n",
    "    autopct=\"%1.1f%%\",  # 显示百分比\n",
    "    shadow=True,  # 阴影效果\n",
    "    startangle=50,  # 起始角度\n",
    "    pctdistance=0.7,  # 百分比文本离圆心的距离\n",
    ")\n",
    "\n",
    "# 设置饼图为圆形\n",
    "plt.axis(\"equal\")\n",
    "\n",
    "# 标题\n",
    "plt.title(\"各部分占比分析\", fontsize=16, fontweight='bold', pad=20)  # 设置标题,pad是边框的距离\n",
    "\n",
    "# 调整标签字体样式\n",
    "for text in l_text:\n",
    "    text.set_fontsize(14)  # 标签字体大小\n",
    "    text.set_fontweight('bold')  # 标签加粗\n",
    "\n",
    "# 调整百分比字体样式\n",
    "for text in p_text:\n",
    "    text.set_fontsize(12)  # 百分比字体大小\n",
    "    text.set_fontweight('bold')  # 百分比加粗\n",
    "\n",
    "# plt.legend()\n",
    "plt.legend(\n",
    "    loc=\"upper left\", \n",
    "    fontsize=12, \n",
    "    frameon=True,  # 图例边框\n",
    "    title=\"部分\",  # 图例标题\n",
    "    title_fontsize=14,  # 图例标题字体大小\n",
    "    shadow=True  # 图例阴影效果\n",
    ")\n",
    "\n",
    "# 自动调整布局，避免标签被遮挡\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图像\n",
    "plt.show()\n"
   ],
   "id": "2035d8fc8412879",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 73
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T11:35:30.855986Z",
     "start_time": "2025-01-06T11:35:30.851555Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "2c878ed11f77dd6b",
   "outputs": [],
   "execution_count": 73
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "4586158ba9c4a38a"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
